Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x16340898390>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x16340958400>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.2.1
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    print('image_width, image_height, image_channels',image_width, image_height, image_channels)
    input_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name = 'input_real')
    print('z_dim',z_dim)
    inputs_z = tf.placeholder(tf.float32, (None, z_dim), name = 'input_z')
    learning_rate = tf.placeholder(tf.float32, [], name = 'input_lr')

    return input_real, inputs_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
image_width, image_height, image_channels 28 28 3
z_dim 100
Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [6]:
# Constant for the leaky relu.
alpha = 0.2

def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    with tf.variable_scope('discriminator', reuse=reuse):
        # Input layer is 32x32x3    28x28xOUT
        x1 = tf.layers.conv2d(images, 64, 5, strides = 2, padding = 'same')
        relu1 = tf.maximum(alpha*x1, x1)
        # 16x16x64  14x14xOUT
        
        x2 = tf.layers.conv2d(relu1, 128, 5, strides = 2, padding = 'same')
        bn2 = tf.layers.batch_normalization(x2, training = True)
        relu2 = tf.maximum(alpha*bn2, bn2)
        # 8x8x128   7x7xOUT
        
        # x3 = tf.layers.conv2d(relu2, 256, 5, strides = 2, padding = 'same')
        # bn3 = tf.layers.batch_normalization(x3, training = True)
        # relu3 = tf.maximum(alpha*bn3, bn3)
        # 4x4x256
        
        flat = tf.reshape(relu2, (-1, 7*7*128) )
        logits = tf.layers.dense(flat, 1)
        out = tf.sigmoid(logits)
        
    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [7]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    with tf.variable_scope('generator', reuse = not is_train):
        # First fully connected layer
        x = tf.layers.dense(z, 7*7*256)
        # Reshape it to start the convolution stack
        x1 = tf.reshape(x, (-1, 7, 7, 256) )
        x1 = tf.layers.batch_normalization(x1, training = is_train)
        x1 = tf.maximum(alpha*x1, x1)
        # 4x4x512 now      7x7xOUT
        
        x2 = tf.layers.conv2d_transpose(x1, 128, 5, strides = 2, padding = 'same')
        x2 = tf.layers.batch_normalization(x2, training = is_train)
        x2 = tf.maximum(alpha*x2, x2)
        # 8x8x256 now     14x14xOUT   
        
        # x3 = tf.layers.conv2d_transpose(x2, 128, 5, strides = 2, padding = 'same')
        # x3 = tf.layers.batch_normalization(x3, training = is_train)
        # x3 = tf.maximum(alpha*x3, x3)
        # 16x16x128     28x28xOUT
     
        # Output layer, 32x32x3  28x28xOUT
        logits = tf.layers.conv2d_transpose(x2, out_channel_dim, 5, strides = 2, padding = 'same')
        
        out = tf.tanh(logits)
        
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [8]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    g_model = generator(input_z, out_channel_dim)
    d_model_real, d_logits_real = discriminator(input_real)
    d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

    d_loss_real = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))
    g_loss = tf.reduce_mean(
        tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

    d_loss = d_loss_real + d_loss_fake

    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [9]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # Get weights and bias to update
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]

    # Optimize
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [10]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [11]:
import pickle as pkl
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # tf.reset_default_graph()
    print('*data_shape[1:4]',*data_shape[1:4])
    print('z_dim',z_dim)
    input_real, input_z, input_lr = model_inputs(*data_shape[1:4], z_dim)
    out_channel_dim = data_shape[3]
    d_loss, g_loss = model_loss(input_real, input_z, out_channel_dim)
 
    d_train_opt, g_train_opt = model_opt(d_loss, g_loss, input_lr, beta1)
                
    saver = tf.train.Saver()
    sample_z = np.random.uniform(-1, 1, size=(72, z_dim))
    
    samples, losses = [], []
    steps = 0
    print_every = 10
    show_every = 100
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
        
            print('epoch_i', epoch_i)
            for batch_images in get_batches(batch_size):
                steps += 1

                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))

                # Run optimizers
                _ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, input_lr: learning_rate})
                _ = sess.run(g_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, input_lr: learning_rate})

                if steps % print_every == 0:
                    # At the end of each epoch, get the losses and print them out
                    train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                    train_loss_g = g_loss.eval({input_z: batch_z})

                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(train_loss_d),
                          "Generator Loss: {:.4f}".format(train_loss_g))
                    # Save losses to view after training
                    losses.append((train_loss_d, train_loss_g))

                if steps % show_every == 0:
                    gen_samples = sess.run(
                                   generator(input_z, out_channel_dim, is_train=False),
                                   feed_dict={input_z: sample_z})
                    samples.append(gen_samples)

                    show_generator_output(sess, 5, input_z, out_channel_dim, data_image_mode)

        saver.save(sess, './checkpoints/generator.ckpt')

    with open('samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    return losses, samples     

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [12]:
batch_size = 64
z_dim = 10
learning_rate = 0.0005
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
*data_shape[1:4] 28 28 1
z_dim 10
image_width, image_height, image_channels 28 28 1
z_dim 10
epoch_i 0
Epoch 1/2... Discriminator Loss: 2.1180... Generator Loss: 0.4046
Epoch 1/2... Discriminator Loss: 1.9464... Generator Loss: 0.4755
Epoch 1/2... Discriminator Loss: 1.3302... Generator Loss: 0.7492
Epoch 1/2... Discriminator Loss: 1.3453... Generator Loss: 0.5141
Epoch 1/2... Discriminator Loss: 0.9035... Generator Loss: 1.2886
Epoch 1/2... Discriminator Loss: 1.2338... Generator Loss: 0.5764
Epoch 1/2... Discriminator Loss: 1.5255... Generator Loss: 4.0629
Epoch 1/2... Discriminator Loss: 1.0512... Generator Loss: 0.9112
Epoch 1/2... Discriminator Loss: 0.5561... Generator Loss: 2.0744
Epoch 1/2... Discriminator Loss: 1.0644... Generator Loss: 1.4419
Epoch 1/2... Discriminator Loss: 0.5713... Generator Loss: 2.0058
Epoch 1/2... Discriminator Loss: 0.8372... Generator Loss: 0.8424
Epoch 1/2... Discriminator Loss: 0.7605... Generator Loss: 1.0242
Epoch 1/2... Discriminator Loss: 0.6015... Generator Loss: 1.7645
Epoch 1/2... Discriminator Loss: 1.0794... Generator Loss: 0.5701
Epoch 1/2... Discriminator Loss: 0.9590... Generator Loss: 1.2370
Epoch 1/2... Discriminator Loss: 0.8611... Generator Loss: 1.1771
Epoch 1/2... Discriminator Loss: 1.0625... Generator Loss: 0.5711
Epoch 1/2... Discriminator Loss: 0.6924... Generator Loss: 1.0959
Epoch 1/2... Discriminator Loss: 0.4872... Generator Loss: 2.0534
Epoch 1/2... Discriminator Loss: 0.6153... Generator Loss: 1.4669
Epoch 1/2... Discriminator Loss: 0.5705... Generator Loss: 1.6273
Epoch 1/2... Discriminator Loss: 0.6093... Generator Loss: 1.1803
Epoch 1/2... Discriminator Loss: 0.5151... Generator Loss: 1.8548
Epoch 1/2... Discriminator Loss: 0.3045... Generator Loss: 2.9212
Epoch 1/2... Discriminator Loss: 1.4056... Generator Loss: 0.3446
Epoch 1/2... Discriminator Loss: 0.3382... Generator Loss: 2.3063
Epoch 1/2... Discriminator Loss: 0.6738... Generator Loss: 2.9013
Epoch 1/2... Discriminator Loss: 1.2490... Generator Loss: 0.4156
Epoch 1/2... Discriminator Loss: 0.7262... Generator Loss: 1.0126
Epoch 1/2... Discriminator Loss: 0.4110... Generator Loss: 1.8891
Epoch 1/2... Discriminator Loss: 0.7495... Generator Loss: 5.7261
Epoch 1/2... Discriminator Loss: 0.6516... Generator Loss: 0.9629
Epoch 1/2... Discriminator Loss: 0.3245... Generator Loss: 2.1813
Epoch 1/2... Discriminator Loss: 0.2302... Generator Loss: 3.2905
Epoch 1/2... Discriminator Loss: 0.3631... Generator Loss: 2.8545
Epoch 1/2... Discriminator Loss: 0.3706... Generator Loss: 2.0940
Epoch 1/2... Discriminator Loss: 0.3693... Generator Loss: 1.8259
Epoch 1/2... Discriminator Loss: 0.4108... Generator Loss: 1.5695
Epoch 1/2... Discriminator Loss: 1.0456... Generator Loss: 0.5555
Epoch 1/2... Discriminator Loss: 0.4371... Generator Loss: 3.5555
Epoch 1/2... Discriminator Loss: 0.2951... Generator Loss: 2.1190
Epoch 1/2... Discriminator Loss: 0.8201... Generator Loss: 0.7331
Epoch 1/2... Discriminator Loss: 0.6413... Generator Loss: 1.2268
Epoch 1/2... Discriminator Loss: 0.2317... Generator Loss: 2.5900
Epoch 1/2... Discriminator Loss: 0.2532... Generator Loss: 4.2592
Epoch 1/2... Discriminator Loss: 0.3373... Generator Loss: 3.1641
Epoch 1/2... Discriminator Loss: 0.2347... Generator Loss: 3.0794
Epoch 1/2... Discriminator Loss: 1.2466... Generator Loss: 0.4309
Epoch 1/2... Discriminator Loss: 0.2038... Generator Loss: 2.9134
Epoch 1/2... Discriminator Loss: 0.4898... Generator Loss: 1.1745
Epoch 1/2... Discriminator Loss: 0.1883... Generator Loss: 2.5138
Epoch 1/2... Discriminator Loss: 0.3474... Generator Loss: 2.1869
Epoch 1/2... Discriminator Loss: 0.2805... Generator Loss: 1.9656
Epoch 1/2... Discriminator Loss: 0.2190... Generator Loss: 2.3147
Epoch 1/2... Discriminator Loss: 0.1973... Generator Loss: 3.8676
Epoch 1/2... Discriminator Loss: 0.2347... Generator Loss: 2.9488
Epoch 1/2... Discriminator Loss: 0.2572... Generator Loss: 1.7799
Epoch 1/2... Discriminator Loss: 0.2878... Generator Loss: 1.6852
Epoch 1/2... Discriminator Loss: 0.8429... Generator Loss: 0.6476
Epoch 1/2... Discriminator Loss: 0.3412... Generator Loss: 1.7787
Epoch 1/2... Discriminator Loss: 0.2516... Generator Loss: 1.9967
Epoch 1/2... Discriminator Loss: 0.2292... Generator Loss: 2.0737
Epoch 1/2... Discriminator Loss: 0.0706... Generator Loss: 4.6781
Epoch 1/2... Discriminator Loss: 0.1098... Generator Loss: 2.8819
Epoch 1/2... Discriminator Loss: 0.3274... Generator Loss: 1.8860
Epoch 1/2... Discriminator Loss: 0.2084... Generator Loss: 3.1486
Epoch 1/2... Discriminator Loss: 0.4413... Generator Loss: 4.0153
Epoch 1/2... Discriminator Loss: 0.1001... Generator Loss: 3.3394
Epoch 1/2... Discriminator Loss: 0.1499... Generator Loss: 4.2828
Epoch 1/2... Discriminator Loss: 0.1134... Generator Loss: 4.3384
Epoch 1/2... Discriminator Loss: 0.1712... Generator Loss: 2.4412
Epoch 1/2... Discriminator Loss: 0.9540... Generator Loss: 4.6023
Epoch 1/2... Discriminator Loss: 0.4654... Generator Loss: 1.7775
Epoch 1/2... Discriminator Loss: 0.4028... Generator Loss: 2.4416
Epoch 1/2... Discriminator Loss: 0.1644... Generator Loss: 2.6804
Epoch 1/2... Discriminator Loss: 0.1466... Generator Loss: 2.8807
Epoch 1/2... Discriminator Loss: 0.2012... Generator Loss: 2.4888
Epoch 1/2... Discriminator Loss: 0.1530... Generator Loss: 3.9742
Epoch 1/2... Discriminator Loss: 0.3215... Generator Loss: 2.3065
Epoch 1/2... Discriminator Loss: 0.3378... Generator Loss: 2.3330
Epoch 1/2... Discriminator Loss: 0.2833... Generator Loss: 1.9182
Epoch 1/2... Discriminator Loss: 0.1967... Generator Loss: 2.3647
Epoch 1/2... Discriminator Loss: 0.2082... Generator Loss: 4.2074
Epoch 1/2... Discriminator Loss: 0.1453... Generator Loss: 2.7367
Epoch 1/2... Discriminator Loss: 0.1765... Generator Loss: 2.4883
Epoch 1/2... Discriminator Loss: 0.1920... Generator Loss: 2.4536
Epoch 1/2... Discriminator Loss: 0.1518... Generator Loss: 2.5655
Epoch 1/2... Discriminator Loss: 0.1188... Generator Loss: 3.2504
Epoch 1/2... Discriminator Loss: 0.1064... Generator Loss: 3.0561
Epoch 1/2... Discriminator Loss: 0.5267... Generator Loss: 1.0740
Epoch 1/2... Discriminator Loss: 1.2156... Generator Loss: 0.5784
Epoch 1/2... Discriminator Loss: 0.5282... Generator Loss: 1.5498
epoch_i 1
Epoch 2/2... Discriminator Loss: 0.4393... Generator Loss: 2.2918
Epoch 2/2... Discriminator Loss: 0.3307... Generator Loss: 2.1136
Epoch 2/2... Discriminator Loss: 0.4740... Generator Loss: 1.7117
Epoch 2/2... Discriminator Loss: 0.2866... Generator Loss: 2.5325
Epoch 2/2... Discriminator Loss: 0.6643... Generator Loss: 1.8096
Epoch 2/2... Discriminator Loss: 0.3966... Generator Loss: 1.8050
Epoch 2/2... Discriminator Loss: 0.4007... Generator Loss: 1.5133
Epoch 2/2... Discriminator Loss: 0.2683... Generator Loss: 2.4349
Epoch 2/2... Discriminator Loss: 0.1844... Generator Loss: 2.6150
Epoch 2/2... Discriminator Loss: 0.2197... Generator Loss: 2.3830
Epoch 2/2... Discriminator Loss: 0.1750... Generator Loss: 3.1650
Epoch 2/2... Discriminator Loss: 0.1294... Generator Loss: 3.2623
Epoch 2/2... Discriminator Loss: 0.1198... Generator Loss: 3.5090
Epoch 2/2... Discriminator Loss: 0.1537... Generator Loss: 3.7871
Epoch 2/2... Discriminator Loss: 0.1384... Generator Loss: 3.5948
Epoch 2/2... Discriminator Loss: 0.0962... Generator Loss: 3.1616
Epoch 2/2... Discriminator Loss: 0.1218... Generator Loss: 3.3749
Epoch 2/2... Discriminator Loss: 0.4302... Generator Loss: 3.3593
Epoch 2/2... Discriminator Loss: 0.4259... Generator Loss: 2.0518
Epoch 2/2... Discriminator Loss: 0.3911... Generator Loss: 1.4937
Epoch 2/2... Discriminator Loss: 0.3415... Generator Loss: 2.5854
Epoch 2/2... Discriminator Loss: 0.6233... Generator Loss: 1.0016
Epoch 2/2... Discriminator Loss: 0.1656... Generator Loss: 3.0726
Epoch 2/2... Discriminator Loss: 0.2329... Generator Loss: 2.4319
Epoch 2/2... Discriminator Loss: 0.1271... Generator Loss: 3.9111
Epoch 2/2... Discriminator Loss: 1.4105... Generator Loss: 1.3935
Epoch 2/2... Discriminator Loss: 1.2871... Generator Loss: 0.4812
Epoch 2/2... Discriminator Loss: 0.9277... Generator Loss: 0.8569
Epoch 2/2... Discriminator Loss: 0.6560... Generator Loss: 3.2346
Epoch 2/2... Discriminator Loss: 0.6568... Generator Loss: 0.9687
Epoch 2/2... Discriminator Loss: 0.5512... Generator Loss: 3.1250
Epoch 2/2... Discriminator Loss: 0.2981... Generator Loss: 1.8259
Epoch 2/2... Discriminator Loss: 0.1220... Generator Loss: 3.0361
Epoch 2/2... Discriminator Loss: 0.2192... Generator Loss: 3.6819
Epoch 2/2... Discriminator Loss: 0.1374... Generator Loss: 3.0611
Epoch 2/2... Discriminator Loss: 0.1012... Generator Loss: 3.8241
Epoch 2/2... Discriminator Loss: 0.1748... Generator Loss: 2.2667
Epoch 2/2... Discriminator Loss: 0.2536... Generator Loss: 1.9310
Epoch 2/2... Discriminator Loss: 0.3987... Generator Loss: 1.7562
Epoch 2/2... Discriminator Loss: 0.3709... Generator Loss: 1.4475
Epoch 2/2... Discriminator Loss: 0.2451... Generator Loss: 2.3962
Epoch 2/2... Discriminator Loss: 2.7191... Generator Loss: 5.2494
Epoch 2/2... Discriminator Loss: 0.2947... Generator Loss: 2.0444
Epoch 2/2... Discriminator Loss: 1.0682... Generator Loss: 4.9534
Epoch 2/2... Discriminator Loss: 0.2095... Generator Loss: 2.6237
Epoch 2/2... Discriminator Loss: 0.1520... Generator Loss: 2.7525
Epoch 2/2... Discriminator Loss: 0.5905... Generator Loss: 1.1161
Epoch 2/2... Discriminator Loss: 0.2751... Generator Loss: 3.8063
Epoch 2/2... Discriminator Loss: 0.1896... Generator Loss: 2.7983
Epoch 2/2... Discriminator Loss: 0.1429... Generator Loss: 4.6886
Epoch 2/2... Discriminator Loss: 0.2849... Generator Loss: 1.7712
Epoch 2/2... Discriminator Loss: 0.3659... Generator Loss: 1.5411
Epoch 2/2... Discriminator Loss: 0.1431... Generator Loss: 2.7927
Epoch 2/2... Discriminator Loss: 0.1486... Generator Loss: 2.7143
Epoch 2/2... Discriminator Loss: 0.1296... Generator Loss: 3.3884
Epoch 2/2... Discriminator Loss: 0.1499... Generator Loss: 2.7740
Epoch 2/2... Discriminator Loss: 0.0649... Generator Loss: 4.3899
Epoch 2/2... Discriminator Loss: 0.6287... Generator Loss: 1.0089
Epoch 2/2... Discriminator Loss: 0.2637... Generator Loss: 2.2167
Epoch 2/2... Discriminator Loss: 0.2912... Generator Loss: 2.3637
Epoch 2/2... Discriminator Loss: 0.2291... Generator Loss: 2.6264
Epoch 2/2... Discriminator Loss: 0.1699... Generator Loss: 2.5540
Epoch 2/2... Discriminator Loss: 0.6278... Generator Loss: 5.8917
Epoch 2/2... Discriminator Loss: 0.2447... Generator Loss: 1.8863
Epoch 2/2... Discriminator Loss: 0.1450... Generator Loss: 3.1935
Epoch 2/2... Discriminator Loss: 0.0933... Generator Loss: 4.2578
Epoch 2/2... Discriminator Loss: 0.2162... Generator Loss: 2.1368
Epoch 2/2... Discriminator Loss: 0.1119... Generator Loss: 3.0049
Epoch 2/2... Discriminator Loss: 0.0530... Generator Loss: 3.8956
Epoch 2/2... Discriminator Loss: 0.9865... Generator Loss: 0.7046
Epoch 2/2... Discriminator Loss: 0.5371... Generator Loss: 1.2354
Epoch 2/2... Discriminator Loss: 1.2709... Generator Loss: 2.5535
Epoch 2/2... Discriminator Loss: 0.4219... Generator Loss: 1.7420
Epoch 2/2... Discriminator Loss: 0.3206... Generator Loss: 2.1252
Epoch 2/2... Discriminator Loss: 0.2628... Generator Loss: 3.2900
Epoch 2/2... Discriminator Loss: 0.0900... Generator Loss: 3.5270
Epoch 2/2... Discriminator Loss: 0.1220... Generator Loss: 3.6001
Epoch 2/2... Discriminator Loss: 0.2904... Generator Loss: 4.8997
Epoch 2/2... Discriminator Loss: 0.3675... Generator Loss: 1.6091
Epoch 2/2... Discriminator Loss: 0.1049... Generator Loss: 3.2060
Epoch 2/2... Discriminator Loss: 0.0934... Generator Loss: 3.4908
Epoch 2/2... Discriminator Loss: 0.1213... Generator Loss: 2.8232
Epoch 2/2... Discriminator Loss: 0.1774... Generator Loss: 2.4036
Epoch 2/2... Discriminator Loss: 0.1089... Generator Loss: 2.8797
Epoch 2/2... Discriminator Loss: 0.1303... Generator Loss: 2.8973
Epoch 2/2... Discriminator Loss: 0.1050... Generator Loss: 3.7174
Epoch 2/2... Discriminator Loss: 0.9081... Generator Loss: 1.7077
Epoch 2/2... Discriminator Loss: 0.7622... Generator Loss: 2.7255
Epoch 2/2... Discriminator Loss: 0.4910... Generator Loss: 1.5039
Epoch 2/2... Discriminator Loss: 0.5758... Generator Loss: 1.3709
Epoch 2/2... Discriminator Loss: 0.3935... Generator Loss: 1.7065
Epoch 2/2... Discriminator Loss: 0.1823... Generator Loss: 2.5817
Epoch 2/2... Discriminator Loss: 0.2018... Generator Loss: 2.4249
Epoch 2/2... Discriminator Loss: 0.1357... Generator Loss: 2.7092

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [13]:
batch_size = 128
z_dim = 100
learning_rate = 0.0005
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 30

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
*data_shape[1:4] 28 28 3
z_dim 100
image_width, image_height, image_channels 28 28 3
z_dim 100
epoch_i 0
Epoch 1/30... Discriminator Loss: 2.3496... Generator Loss: 0.2526
Epoch 1/30... Discriminator Loss: 1.1943... Generator Loss: 0.9957
Epoch 1/30... Discriminator Loss: 1.1379... Generator Loss: 1.7369
Epoch 1/30... Discriminator Loss: 0.8913... Generator Loss: 1.0148
Epoch 1/30... Discriminator Loss: 0.3333... Generator Loss: 2.9946
Epoch 1/30... Discriminator Loss: 0.2026... Generator Loss: 2.4891
Epoch 1/30... Discriminator Loss: 0.1069... Generator Loss: 3.0749
Epoch 1/30... Discriminator Loss: 0.2437... Generator Loss: 8.3053
Epoch 1/30... Discriminator Loss: 0.2604... Generator Loss: 1.6914
Epoch 1/30... Discriminator Loss: 0.1176... Generator Loss: 5.7855
Epoch 1/30... Discriminator Loss: 0.3604... Generator Loss: 1.3752
Epoch 1/30... Discriminator Loss: 1.2467... Generator Loss: 0.4168
Epoch 1/30... Discriminator Loss: 0.2022... Generator Loss: 4.4801
Epoch 1/30... Discriminator Loss: 0.8880... Generator Loss: 0.7719
Epoch 1/30... Discriminator Loss: 2.2553... Generator Loss: 0.1446
Epoch 1/30... Discriminator Loss: 0.1473... Generator Loss: 11.7457
Epoch 1/30... Discriminator Loss: 0.2671... Generator Loss: 3.1564
Epoch 1/30... Discriminator Loss: 0.2016... Generator Loss: 2.0625
Epoch 1/30... Discriminator Loss: 0.5013... Generator Loss: 8.6088
Epoch 1/30... Discriminator Loss: 0.2607... Generator Loss: 2.3420
Epoch 1/30... Discriminator Loss: 1.1323... Generator Loss: 0.4821
Epoch 1/30... Discriminator Loss: 0.8395... Generator Loss: 0.6650
Epoch 1/30... Discriminator Loss: 0.5399... Generator Loss: 1.6871
Epoch 1/30... Discriminator Loss: 0.3746... Generator Loss: 2.0340
Epoch 1/30... Discriminator Loss: 0.9041... Generator Loss: 0.7041
Epoch 1/30... Discriminator Loss: 0.1936... Generator Loss: 2.3749
Epoch 1/30... Discriminator Loss: 0.0571... Generator Loss: 6.2721
Epoch 1/30... Discriminator Loss: 1.2374... Generator Loss: 0.4244
Epoch 1/30... Discriminator Loss: 0.5098... Generator Loss: 1.5964
Epoch 1/30... Discriminator Loss: 1.0111... Generator Loss: 1.3180
Epoch 1/30... Discriminator Loss: 1.0592... Generator Loss: 0.5584
Epoch 1/30... Discriminator Loss: 0.3259... Generator Loss: 2.0204
Epoch 1/30... Discriminator Loss: 1.5010... Generator Loss: 4.2197
Epoch 1/30... Discriminator Loss: 0.6566... Generator Loss: 2.0959
Epoch 1/30... Discriminator Loss: 1.6224... Generator Loss: 0.2752
Epoch 1/30... Discriminator Loss: 0.4089... Generator Loss: 2.0430
Epoch 1/30... Discriminator Loss: 0.7356... Generator Loss: 0.9529
Epoch 1/30... Discriminator Loss: 0.2301... Generator Loss: 3.5037
Epoch 1/30... Discriminator Loss: 0.2501... Generator Loss: 6.4610
Epoch 1/30... Discriminator Loss: 1.7335... Generator Loss: 0.2456
Epoch 1/30... Discriminator Loss: 0.1264... Generator Loss: 5.3341
Epoch 1/30... Discriminator Loss: 0.4313... Generator Loss: 1.5480
Epoch 1/30... Discriminator Loss: 0.2882... Generator Loss: 2.4762
Epoch 1/30... Discriminator Loss: 0.9933... Generator Loss: 0.6183
Epoch 1/30... Discriminator Loss: 0.5412... Generator Loss: 1.5208
Epoch 1/30... Discriminator Loss: 0.4129... Generator Loss: 2.0909
Epoch 1/30... Discriminator Loss: 0.1917... Generator Loss: 3.6352
Epoch 1/30... Discriminator Loss: 0.1559... Generator Loss: 4.1571
Epoch 1/30... Discriminator Loss: 0.2595... Generator Loss: 2.8662
Epoch 1/30... Discriminator Loss: 0.4263... Generator Loss: 6.3892
Epoch 1/30... Discriminator Loss: 0.3028... Generator Loss: 4.6209
Epoch 1/30... Discriminator Loss: 0.1233... Generator Loss: 5.4055
Epoch 1/30... Discriminator Loss: 0.1694... Generator Loss: 6.5270
Epoch 1/30... Discriminator Loss: 0.3698... Generator Loss: 2.4868
Epoch 1/30... Discriminator Loss: 0.1096... Generator Loss: 4.5425
Epoch 1/30... Discriminator Loss: 0.2410... Generator Loss: 3.0908
Epoch 1/30... Discriminator Loss: 0.5699... Generator Loss: 1.4615
Epoch 1/30... Discriminator Loss: 0.2345... Generator Loss: 3.6579
Epoch 1/30... Discriminator Loss: 0.1647... Generator Loss: 6.4599
Epoch 1/30... Discriminator Loss: 0.1994... Generator Loss: 5.6919
Epoch 1/30... Discriminator Loss: 0.6523... Generator Loss: 6.0654
Epoch 1/30... Discriminator Loss: 1.0159... Generator Loss: 0.7166
Epoch 1/30... Discriminator Loss: 0.1560... Generator Loss: 5.7679
Epoch 1/30... Discriminator Loss: 0.1834... Generator Loss: 7.4728
Epoch 1/30... Discriminator Loss: 0.2543... Generator Loss: 5.0645
Epoch 1/30... Discriminator Loss: 0.1503... Generator Loss: 5.7628
Epoch 1/30... Discriminator Loss: 0.9896... Generator Loss: 0.7981
Epoch 1/30... Discriminator Loss: 0.1103... Generator Loss: 6.7093
Epoch 1/30... Discriminator Loss: 0.3232... Generator Loss: 4.5420
Epoch 1/30... Discriminator Loss: 0.3139... Generator Loss: 3.0311
Epoch 1/30... Discriminator Loss: 0.7455... Generator Loss: 1.3249
Epoch 1/30... Discriminator Loss: 0.0550... Generator Loss: 6.3798
Epoch 1/30... Discriminator Loss: 0.1965... Generator Loss: 6.0400
Epoch 1/30... Discriminator Loss: 0.1665... Generator Loss: 9.4722
Epoch 1/30... Discriminator Loss: 0.9785... Generator Loss: 14.4287
Epoch 1/30... Discriminator Loss: 0.2562... Generator Loss: 8.4339
Epoch 1/30... Discriminator Loss: 0.2162... Generator Loss: 2.7654
Epoch 1/30... Discriminator Loss: 0.4589... Generator Loss: 9.0235
Epoch 1/30... Discriminator Loss: 0.7618... Generator Loss: 1.9900
Epoch 1/30... Discriminator Loss: 0.2462... Generator Loss: 5.3641
Epoch 1/30... Discriminator Loss: 1.1192... Generator Loss: 2.0172
Epoch 1/30... Discriminator Loss: 0.1905... Generator Loss: 5.1488
Epoch 1/30... Discriminator Loss: 0.4943... Generator Loss: 7.0537
Epoch 1/30... Discriminator Loss: 0.2474... Generator Loss: 4.1115
Epoch 1/30... Discriminator Loss: 0.3481... Generator Loss: 2.3558
Epoch 1/30... Discriminator Loss: 1.4068... Generator Loss: 12.9333
Epoch 1/30... Discriminator Loss: 0.1588... Generator Loss: 6.3236
Epoch 1/30... Discriminator Loss: 0.1303... Generator Loss: 6.6784
Epoch 1/30... Discriminator Loss: 0.9308... Generator Loss: 9.5450
Epoch 1/30... Discriminator Loss: 0.2685... Generator Loss: 3.8490
Epoch 1/30... Discriminator Loss: 0.4005... Generator Loss: 3.5125
Epoch 1/30... Discriminator Loss: 0.2102... Generator Loss: 4.4440
Epoch 1/30... Discriminator Loss: 0.7897... Generator Loss: 0.9460
Epoch 1/30... Discriminator Loss: 0.1339... Generator Loss: 7.1547
Epoch 1/30... Discriminator Loss: 0.0975... Generator Loss: 9.1087
Epoch 1/30... Discriminator Loss: 0.1345... Generator Loss: 7.6104
Epoch 1/30... Discriminator Loss: 0.3988... Generator Loss: 2.1743
Epoch 1/30... Discriminator Loss: 0.5625... Generator Loss: 2.3821
Epoch 1/30... Discriminator Loss: 0.3650... Generator Loss: 9.2626
Epoch 1/30... Discriminator Loss: 0.2662... Generator Loss: 4.1816
Epoch 1/30... Discriminator Loss: 0.3241... Generator Loss: 2.6528
Epoch 1/30... Discriminator Loss: 0.1435... Generator Loss: 6.0235
Epoch 1/30... Discriminator Loss: 0.3663... Generator Loss: 2.0775
Epoch 1/30... Discriminator Loss: 0.1238... Generator Loss: 8.5711
Epoch 1/30... Discriminator Loss: 1.8504... Generator Loss: 6.0343
Epoch 1/30... Discriminator Loss: 0.5374... Generator Loss: 2.5931
Epoch 1/30... Discriminator Loss: 0.1739... Generator Loss: 5.5860
Epoch 1/30... Discriminator Loss: 0.3622... Generator Loss: 3.0810
Epoch 1/30... Discriminator Loss: 0.1816... Generator Loss: 5.0995
Epoch 1/30... Discriminator Loss: 0.4848... Generator Loss: 1.4297
Epoch 1/30... Discriminator Loss: 0.3338... Generator Loss: 2.6447
Epoch 1/30... Discriminator Loss: 0.1772... Generator Loss: 5.6935
Epoch 1/30... Discriminator Loss: 0.4547... Generator Loss: 2.3402
Epoch 1/30... Discriminator Loss: 0.3921... Generator Loss: 7.8052
Epoch 1/30... Discriminator Loss: 0.1105... Generator Loss: 7.4321
Epoch 1/30... Discriminator Loss: 2.0592... Generator Loss: 0.5045
Epoch 1/30... Discriminator Loss: 0.2465... Generator Loss: 3.8639
Epoch 1/30... Discriminator Loss: 0.9989... Generator Loss: 1.2811
Epoch 1/30... Discriminator Loss: 0.2455... Generator Loss: 3.1220
Epoch 1/30... Discriminator Loss: 0.5950... Generator Loss: 6.0204
Epoch 1/30... Discriminator Loss: 0.5004... Generator Loss: 1.8203
Epoch 1/30... Discriminator Loss: 0.2572... Generator Loss: 5.1515
Epoch 1/30... Discriminator Loss: 0.2242... Generator Loss: 4.7697
Epoch 1/30... Discriminator Loss: 0.8612... Generator Loss: 1.1805
Epoch 1/30... Discriminator Loss: 0.9486... Generator Loss: 1.6436
Epoch 1/30... Discriminator Loss: 0.3555... Generator Loss: 3.5933
Epoch 1/30... Discriminator Loss: 0.4437... Generator Loss: 5.4080
Epoch 1/30... Discriminator Loss: 0.3758... Generator Loss: 4.5485
Epoch 1/30... Discriminator Loss: 0.6113... Generator Loss: 1.3005
Epoch 1/30... Discriminator Loss: 0.2403... Generator Loss: 10.1529
Epoch 1/30... Discriminator Loss: 0.1346... Generator Loss: 6.3681
Epoch 1/30... Discriminator Loss: 0.2261... Generator Loss: 3.6184
Epoch 1/30... Discriminator Loss: 0.5471... Generator Loss: 1.3802
Epoch 1/30... Discriminator Loss: 0.1491... Generator Loss: 5.8702
Epoch 1/30... Discriminator Loss: 0.1846... Generator Loss: 4.8984
Epoch 1/30... Discriminator Loss: 1.2326... Generator Loss: 1.0745
Epoch 1/30... Discriminator Loss: 0.2853... Generator Loss: 10.6800
Epoch 1/30... Discriminator Loss: 0.4248... Generator Loss: 2.9363
Epoch 1/30... Discriminator Loss: 0.4086... Generator Loss: 2.4207
Epoch 1/30... Discriminator Loss: 0.1463... Generator Loss: 7.7980
Epoch 1/30... Discriminator Loss: 0.3379... Generator Loss: 3.2329
Epoch 1/30... Discriminator Loss: 0.6122... Generator Loss: 1.0510
Epoch 1/30... Discriminator Loss: 0.3315... Generator Loss: 6.3179
Epoch 1/30... Discriminator Loss: 0.3931... Generator Loss: 7.8710
Epoch 1/30... Discriminator Loss: 0.5933... Generator Loss: 3.1805
Epoch 1/30... Discriminator Loss: 0.4117... Generator Loss: 1.8239
Epoch 1/30... Discriminator Loss: 2.5730... Generator Loss: 0.3862
Epoch 1/30... Discriminator Loss: 0.8825... Generator Loss: 0.9599
Epoch 1/30... Discriminator Loss: 0.4339... Generator Loss: 2.7620
Epoch 1/30... Discriminator Loss: 0.7551... Generator Loss: 1.4082
Epoch 1/30... Discriminator Loss: 0.1701... Generator Loss: 8.1060
Epoch 1/30... Discriminator Loss: 0.1230... Generator Loss: 5.9555
Epoch 1/30... Discriminator Loss: 0.0954... Generator Loss: 7.6062
Epoch 1/30... Discriminator Loss: 2.0160... Generator Loss: 0.5282
Epoch 1/30... Discriminator Loss: 0.3089... Generator Loss: 3.5339
Epoch 1/30... Discriminator Loss: 0.2879... Generator Loss: 2.5135
Epoch 1/30... Discriminator Loss: 0.2103... Generator Loss: 3.3302
Epoch 1/30... Discriminator Loss: 0.2091... Generator Loss: 6.2869
epoch_i 1
Epoch 2/30... Discriminator Loss: 1.2925... Generator Loss: 2.5532
Epoch 2/30... Discriminator Loss: 0.2539... Generator Loss: 4.3545
Epoch 2/30... Discriminator Loss: 0.3088... Generator Loss: 3.4093
Epoch 2/30... Discriminator Loss: 0.2542... Generator Loss: 4.4274
Epoch 2/30... Discriminator Loss: 1.1796... Generator Loss: 1.0377
Epoch 2/30... Discriminator Loss: 0.2973... Generator Loss: 3.2053
Epoch 2/30... Discriminator Loss: 0.2557... Generator Loss: 8.8569
Epoch 2/30... Discriminator Loss: 0.8185... Generator Loss: 11.3675
Epoch 2/30... Discriminator Loss: 0.5384... Generator Loss: 1.7370
Epoch 2/30... Discriminator Loss: 0.3828... Generator Loss: 2.8548
Epoch 2/30... Discriminator Loss: 1.1985... Generator Loss: 11.6664
Epoch 2/30... Discriminator Loss: 0.3884... Generator Loss: 3.0609
Epoch 2/30... Discriminator Loss: 0.3937... Generator Loss: 1.8918
Epoch 2/30... Discriminator Loss: 0.4726... Generator Loss: 3.1128
Epoch 2/30... Discriminator Loss: 0.1599... Generator Loss: 7.3537
Epoch 2/30... Discriminator Loss: 0.7940... Generator Loss: 3.4216
Epoch 2/30... Discriminator Loss: 0.1842... Generator Loss: 4.8862
Epoch 2/30... Discriminator Loss: 0.8260... Generator Loss: 9.9163
Epoch 2/30... Discriminator Loss: 0.3995... Generator Loss: 3.0887
Epoch 2/30... Discriminator Loss: 1.2439... Generator Loss: 0.6170
Epoch 2/30... Discriminator Loss: 0.6150... Generator Loss: 1.6368
Epoch 2/30... Discriminator Loss: 0.4037... Generator Loss: 3.2869
Epoch 2/30... Discriminator Loss: 0.2139... Generator Loss: 5.4756
Epoch 2/30... Discriminator Loss: 0.2441... Generator Loss: 3.0057
Epoch 2/30... Discriminator Loss: 0.1428... Generator Loss: 7.0897
Epoch 2/30... Discriminator Loss: 0.4100... Generator Loss: 6.6177
Epoch 2/30... Discriminator Loss: 0.2826... Generator Loss: 5.2344
Epoch 2/30... Discriminator Loss: 0.8960... Generator Loss: 0.9290
Epoch 2/30... Discriminator Loss: 0.6145... Generator Loss: 1.4548
Epoch 2/30... Discriminator Loss: 0.8196... Generator Loss: 8.9564
Epoch 2/30... Discriminator Loss: 0.2576... Generator Loss: 5.1813
Epoch 2/30... Discriminator Loss: 0.2398... Generator Loss: 4.5688
Epoch 2/30... Discriminator Loss: 0.5194... Generator Loss: 2.1571
Epoch 2/30... Discriminator Loss: 0.1926... Generator Loss: 4.0616
Epoch 2/30... Discriminator Loss: 0.6588... Generator Loss: 1.8884
Epoch 2/30... Discriminator Loss: 1.3988... Generator Loss: 1.9702
Epoch 2/30... Discriminator Loss: 0.3208... Generator Loss: 3.3032
Epoch 2/30... Discriminator Loss: 0.2697... Generator Loss: 3.0985
Epoch 2/30... Discriminator Loss: 0.2985... Generator Loss: 3.4224
Epoch 2/30... Discriminator Loss: 0.9470... Generator Loss: 1.1289
Epoch 2/30... Discriminator Loss: 0.2334... Generator Loss: 3.1500
Epoch 2/30... Discriminator Loss: 0.2470... Generator Loss: 5.2722
Epoch 2/30... Discriminator Loss: 0.1325... Generator Loss: 6.0833
Epoch 2/30... Discriminator Loss: 2.1355... Generator Loss: 1.6338
Epoch 2/30... Discriminator Loss: 0.4584... Generator Loss: 1.7704
Epoch 2/30... Discriminator Loss: 0.2850... Generator Loss: 2.9452
Epoch 2/30... Discriminator Loss: 0.2684... Generator Loss: 4.7641
Epoch 2/30... Discriminator Loss: 0.3917... Generator Loss: 6.4033
Epoch 2/30... Discriminator Loss: 1.1271... Generator Loss: 4.7787
Epoch 2/30... Discriminator Loss: 0.2842... Generator Loss: 3.2757
Epoch 2/30... Discriminator Loss: 0.1929... Generator Loss: 6.3628
Epoch 2/30... Discriminator Loss: 0.4110... Generator Loss: 2.0366
Epoch 2/30... Discriminator Loss: 0.4296... Generator Loss: 9.9841
Epoch 2/30... Discriminator Loss: 2.0346... Generator Loss: 4.3512
Epoch 2/30... Discriminator Loss: 0.7918... Generator Loss: 2.2283
Epoch 2/30... Discriminator Loss: 0.5496... Generator Loss: 2.0622
Epoch 2/30... Discriminator Loss: 0.6953... Generator Loss: 1.1226
Epoch 2/30... Discriminator Loss: 0.2089... Generator Loss: 8.7558
Epoch 2/30... Discriminator Loss: 0.2624... Generator Loss: 3.1365
Epoch 2/30... Discriminator Loss: 0.0965... Generator Loss: 5.5771
Epoch 2/30... Discriminator Loss: 1.2236... Generator Loss: 0.8356
Epoch 2/30... Discriminator Loss: 0.2493... Generator Loss: 3.1090
Epoch 2/30... Discriminator Loss: 1.7401... Generator Loss: 12.4346
Epoch 2/30... Discriminator Loss: 0.5398... Generator Loss: 2.3236
Epoch 2/30... Discriminator Loss: 0.2647... Generator Loss: 3.5922
Epoch 2/30... Discriminator Loss: 0.5588... Generator Loss: 1.5357
Epoch 2/30... Discriminator Loss: 0.1958... Generator Loss: 5.0140
Epoch 2/30... Discriminator Loss: 0.2619... Generator Loss: 3.6190
Epoch 2/30... Discriminator Loss: 0.5023... Generator Loss: 2.4929
Epoch 2/30... Discriminator Loss: 0.2261... Generator Loss: 4.7502
Epoch 2/30... Discriminator Loss: 0.3793... Generator Loss: 2.1620
Epoch 2/30... Discriminator Loss: 0.1793... Generator Loss: 5.7702
Epoch 2/30... Discriminator Loss: 0.5387... Generator Loss: 9.4690
Epoch 2/30... Discriminator Loss: 0.8389... Generator Loss: 1.6331
Epoch 2/30... Discriminator Loss: 0.9036... Generator Loss: 2.7487
Epoch 2/30... Discriminator Loss: 0.9914... Generator Loss: 0.8129
Epoch 2/30... Discriminator Loss: 0.5373... Generator Loss: 2.3498
Epoch 2/30... Discriminator Loss: 0.7313... Generator Loss: 1.2547
Epoch 2/30... Discriminator Loss: 0.2768... Generator Loss: 5.6272
Epoch 2/30... Discriminator Loss: 0.5512... Generator Loss: 4.3796
Epoch 2/30... Discriminator Loss: 1.9732... Generator Loss: 0.5116
Epoch 2/30... Discriminator Loss: 0.5791... Generator Loss: 2.0345
Epoch 2/30... Discriminator Loss: 0.8836... Generator Loss: 4.6705
Epoch 2/30... Discriminator Loss: 0.6059... Generator Loss: 3.9380
Epoch 2/30... Discriminator Loss: 0.7482... Generator Loss: 1.0661
Epoch 2/30... Discriminator Loss: 0.9918... Generator Loss: 0.9523
Epoch 2/30... Discriminator Loss: 0.4383... Generator Loss: 3.4625
Epoch 2/30... Discriminator Loss: 1.9978... Generator Loss: 1.8491
Epoch 2/30... Discriminator Loss: 0.6917... Generator Loss: 1.1289
Epoch 2/30... Discriminator Loss: 0.9851... Generator Loss: 7.1241
Epoch 2/30... Discriminator Loss: 0.1755... Generator Loss: 5.9722
Epoch 2/30... Discriminator Loss: 0.7526... Generator Loss: 1.3519
Epoch 2/30... Discriminator Loss: 0.2612... Generator Loss: 5.7859
Epoch 2/30... Discriminator Loss: 0.2185... Generator Loss: 6.8046
Epoch 2/30... Discriminator Loss: 0.3799... Generator Loss: 2.9215
Epoch 2/30... Discriminator Loss: 0.2474... Generator Loss: 7.5689
Epoch 2/30... Discriminator Loss: 1.1007... Generator Loss: 8.7719
Epoch 2/30... Discriminator Loss: 0.4328... Generator Loss: 3.4723
Epoch 2/30... Discriminator Loss: 0.2594... Generator Loss: 5.6827
Epoch 2/30... Discriminator Loss: 0.2877... Generator Loss: 4.7146
Epoch 2/30... Discriminator Loss: 0.6672... Generator Loss: 10.4665
Epoch 2/30... Discriminator Loss: 0.7440... Generator Loss: 1.2367
Epoch 2/30... Discriminator Loss: 2.8749... Generator Loss: 5.6197
Epoch 2/30... Discriminator Loss: 0.4262... Generator Loss: 3.6106
Epoch 2/30... Discriminator Loss: 0.3000... Generator Loss: 3.7060
Epoch 2/30... Discriminator Loss: 0.4669... Generator Loss: 3.0109
Epoch 2/30... Discriminator Loss: 0.3238... Generator Loss: 3.3145
Epoch 2/30... Discriminator Loss: 0.4176... Generator Loss: 2.0029
Epoch 2/30... Discriminator Loss: 0.3313... Generator Loss: 4.4195
Epoch 2/30... Discriminator Loss: 0.2341... Generator Loss: 3.9433
Epoch 2/30... Discriminator Loss: 1.0107... Generator Loss: 0.8985
Epoch 2/30... Discriminator Loss: 0.4095... Generator Loss: 3.9979
Epoch 2/30... Discriminator Loss: 0.2483... Generator Loss: 3.9516
Epoch 2/30... Discriminator Loss: 0.5603... Generator Loss: 1.6998
Epoch 2/30... Discriminator Loss: 1.6538... Generator Loss: 0.3932
Epoch 2/30... Discriminator Loss: 0.3898... Generator Loss: 2.9368
Epoch 2/30... Discriminator Loss: 1.2093... Generator Loss: 0.5619
Epoch 2/30... Discriminator Loss: 0.8795... Generator Loss: 1.3322
Epoch 2/30... Discriminator Loss: 0.4120... Generator Loss: 6.0038
Epoch 2/30... Discriminator Loss: 0.5597... Generator Loss: 1.8129
Epoch 2/30... Discriminator Loss: 0.5127... Generator Loss: 8.0475
Epoch 2/30... Discriminator Loss: 0.2468... Generator Loss: 3.3500
Epoch 2/30... Discriminator Loss: 0.8517... Generator Loss: 0.8425
Epoch 2/30... Discriminator Loss: 0.2506... Generator Loss: 3.8457
Epoch 2/30... Discriminator Loss: 0.8704... Generator Loss: 2.9344
Epoch 2/30... Discriminator Loss: 0.1794... Generator Loss: 10.3065
Epoch 2/30... Discriminator Loss: 0.1847... Generator Loss: 4.8703
Epoch 2/30... Discriminator Loss: 0.6553... Generator Loss: 1.6673
Epoch 2/30... Discriminator Loss: 0.5370... Generator Loss: 2.7079
Epoch 2/30... Discriminator Loss: 0.2330... Generator Loss: 4.1553
Epoch 2/30... Discriminator Loss: 0.3245... Generator Loss: 3.7652
Epoch 2/30... Discriminator Loss: 0.2900... Generator Loss: 3.6982
Epoch 2/30... Discriminator Loss: 2.9956... Generator Loss: 0.2102
Epoch 2/30... Discriminator Loss: 0.2266... Generator Loss: 6.6445
Epoch 2/30... Discriminator Loss: 0.6597... Generator Loss: 1.6588
Epoch 2/30... Discriminator Loss: 0.4267... Generator Loss: 5.7360
Epoch 2/30... Discriminator Loss: 0.3648... Generator Loss: 4.5303
Epoch 2/30... Discriminator Loss: 0.3426... Generator Loss: 4.3607
Epoch 2/30... Discriminator Loss: 0.2104... Generator Loss: 4.3828
Epoch 2/30... Discriminator Loss: 0.6905... Generator Loss: 2.0082
Epoch 2/30... Discriminator Loss: 0.5172... Generator Loss: 1.9775
Epoch 2/30... Discriminator Loss: 0.3482... Generator Loss: 2.1613
Epoch 2/30... Discriminator Loss: 0.3426... Generator Loss: 3.2225
Epoch 2/30... Discriminator Loss: 0.9693... Generator Loss: 7.1481
Epoch 2/30... Discriminator Loss: 0.4919... Generator Loss: 3.0437
Epoch 2/30... Discriminator Loss: 0.2207... Generator Loss: 3.3851
Epoch 2/30... Discriminator Loss: 0.7751... Generator Loss: 2.1948
Epoch 2/30... Discriminator Loss: 1.4154... Generator Loss: 0.5704
Epoch 2/30... Discriminator Loss: 1.4337... Generator Loss: 0.6048
Epoch 2/30... Discriminator Loss: 0.3543... Generator Loss: 10.0231
Epoch 2/30... Discriminator Loss: 0.5125... Generator Loss: 8.9169
Epoch 2/30... Discriminator Loss: 0.2185... Generator Loss: 6.6228
Epoch 2/30... Discriminator Loss: 0.2319... Generator Loss: 7.1568
Epoch 2/30... Discriminator Loss: 1.2106... Generator Loss: 0.7843
Epoch 2/30... Discriminator Loss: 0.1944... Generator Loss: 5.3773
Epoch 2/30... Discriminator Loss: 0.2583... Generator Loss: 6.6580
Epoch 2/30... Discriminator Loss: 0.6603... Generator Loss: 1.7940
Epoch 2/30... Discriminator Loss: 0.3141... Generator Loss: 5.2399
epoch_i 2
Epoch 3/30... Discriminator Loss: 0.7471... Generator Loss: 1.0643
Epoch 3/30... Discriminator Loss: 0.2154... Generator Loss: 4.8914
Epoch 3/30... Discriminator Loss: 0.3505... Generator Loss: 2.4952
Epoch 3/30... Discriminator Loss: 0.2962... Generator Loss: 4.0117
Epoch 3/30... Discriminator Loss: 0.1948... Generator Loss: 5.3305
Epoch 3/30... Discriminator Loss: 0.5289... Generator Loss: 2.8972
Epoch 3/30... Discriminator Loss: 0.4592... Generator Loss: 3.9397
Epoch 3/30... Discriminator Loss: 0.3394... Generator Loss: 4.3839
Epoch 3/30... Discriminator Loss: 0.1264... Generator Loss: 9.1071
Epoch 3/30... Discriminator Loss: 0.4138... Generator Loss: 2.7653
Epoch 3/30... Discriminator Loss: 1.2862... Generator Loss: 7.6156
Epoch 3/30... Discriminator Loss: 0.4495... Generator Loss: 2.5889
Epoch 3/30... Discriminator Loss: 0.3867... Generator Loss: 3.5825
Epoch 3/30... Discriminator Loss: 0.2635... Generator Loss: 5.6232
Epoch 3/30... Discriminator Loss: 0.1771... Generator Loss: 4.9848
Epoch 3/30... Discriminator Loss: 0.2747... Generator Loss: 3.8358
Epoch 3/30... Discriminator Loss: 0.5802... Generator Loss: 1.9401
Epoch 3/30... Discriminator Loss: 0.4767... Generator Loss: 15.2401
Epoch 3/30... Discriminator Loss: 0.4024... Generator Loss: 2.6382
Epoch 3/30... Discriminator Loss: 0.3857... Generator Loss: 4.3315
Epoch 3/30... Discriminator Loss: 0.1938... Generator Loss: 11.0994
Epoch 3/30... Discriminator Loss: 1.7871... Generator Loss: 2.8766
Epoch 3/30... Discriminator Loss: 0.2134... Generator Loss: 7.6462
Epoch 3/30... Discriminator Loss: 1.0565... Generator Loss: 1.5600
Epoch 3/30... Discriminator Loss: 0.2430... Generator Loss: 11.1276
Epoch 3/30... Discriminator Loss: 0.1209... Generator Loss: 10.9713
Epoch 3/30... Discriminator Loss: 0.2471... Generator Loss: 6.5814
Epoch 3/30... Discriminator Loss: 0.2609... Generator Loss: 4.7955
Epoch 3/30... Discriminator Loss: 0.2465... Generator Loss: 8.6790
Epoch 3/30... Discriminator Loss: 0.6045... Generator Loss: 1.5253
Epoch 3/30... Discriminator Loss: 0.6959... Generator Loss: 1.5866
Epoch 3/30... Discriminator Loss: 0.3215... Generator Loss: 6.9509
Epoch 3/30... Discriminator Loss: 0.4281... Generator Loss: 10.3909
Epoch 3/30... Discriminator Loss: 0.1755... Generator Loss: 7.0620
Epoch 3/30... Discriminator Loss: 0.3537... Generator Loss: 3.4436
Epoch 3/30... Discriminator Loss: 0.5874... Generator Loss: 7.8622
Epoch 3/30... Discriminator Loss: 0.1897... Generator Loss: 7.9985
Epoch 3/30... Discriminator Loss: 0.2843... Generator Loss: 7.2010
Epoch 3/30... Discriminator Loss: 0.1631... Generator Loss: 8.0775
Epoch 3/30... Discriminator Loss: 0.1818... Generator Loss: 6.2939
Epoch 3/30... Discriminator Loss: 0.2548... Generator Loss: 10.7703
Epoch 3/30... Discriminator Loss: 0.2149... Generator Loss: 7.6269
Epoch 3/30... Discriminator Loss: 0.4174... Generator Loss: 3.9975
Epoch 3/30... Discriminator Loss: 0.8229... Generator Loss: 4.1146
Epoch 3/30... Discriminator Loss: 0.1455... Generator Loss: 12.5171
Epoch 3/30... Discriminator Loss: 0.2005... Generator Loss: 12.2792
Epoch 3/30... Discriminator Loss: 0.3672... Generator Loss: 5.3905
Epoch 3/30... Discriminator Loss: 0.2082... Generator Loss: 5.5392
Epoch 3/30... Discriminator Loss: 1.3968... Generator Loss: 5.6064
Epoch 3/30... Discriminator Loss: 0.4560... Generator Loss: 2.0815
Epoch 3/30... Discriminator Loss: 1.2415... Generator Loss: 0.8423
Epoch 3/30... Discriminator Loss: 2.1974... Generator Loss: 0.4099
Epoch 3/30... Discriminator Loss: 1.7617... Generator Loss: 7.7902
Epoch 3/30... Discriminator Loss: 0.1627... Generator Loss: 6.1718
Epoch 3/30... Discriminator Loss: 0.7622... Generator Loss: 1.6463
Epoch 3/30... Discriminator Loss: 0.2170... Generator Loss: 10.6995
Epoch 3/30... Discriminator Loss: 0.2629... Generator Loss: 12.0623
Epoch 3/30... Discriminator Loss: 0.2511... Generator Loss: 5.0285
Epoch 3/30... Discriminator Loss: 0.4400... Generator Loss: 2.8513
Epoch 3/30... Discriminator Loss: 0.7821... Generator Loss: 1.2946
Epoch 3/30... Discriminator Loss: 0.4332... Generator Loss: 2.4113
Epoch 3/30... Discriminator Loss: 1.3099... Generator Loss: 0.8765
Epoch 3/30... Discriminator Loss: 0.3622... Generator Loss: 3.5287
Epoch 3/30... Discriminator Loss: 0.3252... Generator Loss: 3.1563
Epoch 3/30... Discriminator Loss: 0.4216... Generator Loss: 6.3660
Epoch 3/30... Discriminator Loss: 0.2679... Generator Loss: 6.2889
Epoch 3/30... Discriminator Loss: 0.2392... Generator Loss: 12.9761
Epoch 3/30... Discriminator Loss: 0.1155... Generator Loss: 10.1630
Epoch 3/30... Discriminator Loss: 0.6972... Generator Loss: 5.0222
Epoch 3/30... Discriminator Loss: 0.7213... Generator Loss: 1.2086
Epoch 3/30... Discriminator Loss: 0.8248... Generator Loss: 5.7197
Epoch 3/30... Discriminator Loss: 1.5735... Generator Loss: 7.5443
Epoch 3/30... Discriminator Loss: 0.1492... Generator Loss: 11.7909
Epoch 3/30... Discriminator Loss: 0.2063... Generator Loss: 4.8586
Epoch 3/30... Discriminator Loss: 0.3404... Generator Loss: 3.3288
Epoch 3/30... Discriminator Loss: 0.0830... Generator Loss: 11.3348
Epoch 3/30... Discriminator Loss: 0.3123... Generator Loss: 4.0354
Epoch 3/30... Discriminator Loss: 1.0691... Generator Loss: 1.0816
Epoch 3/30... Discriminator Loss: 1.6516... Generator Loss: 0.9965
Epoch 3/30... Discriminator Loss: 0.2935... Generator Loss: 3.2563
Epoch 3/30... Discriminator Loss: 0.1970... Generator Loss: 10.0554
Epoch 3/30... Discriminator Loss: 0.2775... Generator Loss: 6.0973
Epoch 3/30... Discriminator Loss: 0.6817... Generator Loss: 1.4458
Epoch 3/30... Discriminator Loss: 3.9172... Generator Loss: 4.1896
Epoch 3/30... Discriminator Loss: 0.3385... Generator Loss: 4.0503
Epoch 3/30... Discriminator Loss: 0.2640... Generator Loss: 3.9362
Epoch 3/30... Discriminator Loss: 0.4594... Generator Loss: 2.6973
Epoch 3/30... Discriminator Loss: 0.2103... Generator Loss: 4.8315
Epoch 3/30... Discriminator Loss: 0.6937... Generator Loss: 1.5141
Epoch 3/30... Discriminator Loss: 0.6529... Generator Loss: 3.3066
Epoch 3/30... Discriminator Loss: 0.2485... Generator Loss: 4.2863
Epoch 3/30... Discriminator Loss: 0.4580... Generator Loss: 8.1318
Epoch 3/30... Discriminator Loss: 0.2414... Generator Loss: 3.2803
Epoch 3/30... Discriminator Loss: 0.2249... Generator Loss: 11.5120
Epoch 3/30... Discriminator Loss: 0.1875... Generator Loss: 3.9140
Epoch 3/30... Discriminator Loss: 1.4088... Generator Loss: 0.6751
Epoch 3/30... Discriminator Loss: 1.2402... Generator Loss: 0.7161
Epoch 3/30... Discriminator Loss: 0.5708... Generator Loss: 1.7073
Epoch 3/30... Discriminator Loss: 0.2982... Generator Loss: 2.6372
Epoch 3/30... Discriminator Loss: 0.1097... Generator Loss: 4.6402
Epoch 3/30... Discriminator Loss: 1.0342... Generator Loss: 1.1988
Epoch 3/30... Discriminator Loss: 1.3081... Generator Loss: 0.5615
Epoch 3/30... Discriminator Loss: 0.3159... Generator Loss: 7.9361
Epoch 3/30... Discriminator Loss: 0.3290... Generator Loss: 8.4310
Epoch 3/30... Discriminator Loss: 0.1433... Generator Loss: 8.0531
Epoch 3/30... Discriminator Loss: 0.9806... Generator Loss: 1.6374
Epoch 3/30... Discriminator Loss: 0.4516... Generator Loss: 3.0560
Epoch 3/30... Discriminator Loss: 0.1034... Generator Loss: 9.5965
Epoch 3/30... Discriminator Loss: 0.1782... Generator Loss: 4.6213
Epoch 3/30... Discriminator Loss: 2.9493... Generator Loss: 6.5546
Epoch 3/30... Discriminator Loss: 0.9028... Generator Loss: 11.4829
Epoch 3/30... Discriminator Loss: 0.2416... Generator Loss: 10.8116
Epoch 3/30... Discriminator Loss: 0.4837... Generator Loss: 8.1740
Epoch 3/30... Discriminator Loss: 0.2772... Generator Loss: 2.5139
Epoch 3/30... Discriminator Loss: 1.1281... Generator Loss: 1.4350
Epoch 3/30... Discriminator Loss: 0.8220... Generator Loss: 2.2457
Epoch 3/30... Discriminator Loss: 0.5828... Generator Loss: 2.8926
Epoch 3/30... Discriminator Loss: 0.5087... Generator Loss: 1.7819
Epoch 3/30... Discriminator Loss: 0.2703... Generator Loss: 4.1724
Epoch 3/30... Discriminator Loss: 0.2848... Generator Loss: 6.3093
Epoch 3/30... Discriminator Loss: 0.2750... Generator Loss: 7.0465
Epoch 3/30... Discriminator Loss: 0.4241... Generator Loss: 8.3859
Epoch 3/30... Discriminator Loss: 0.3065... Generator Loss: 12.3775
Epoch 3/30... Discriminator Loss: 0.7075... Generator Loss: 3.4034
Epoch 3/30... Discriminator Loss: 0.1339... Generator Loss: 6.8803
Epoch 3/30... Discriminator Loss: 0.0791... Generator Loss: 8.0371
Epoch 3/30... Discriminator Loss: 0.1791... Generator Loss: 4.4129
Epoch 3/30... Discriminator Loss: 0.1155... Generator Loss: 6.5393
Epoch 3/30... Discriminator Loss: 1.0425... Generator Loss: 1.2233
Epoch 3/30... Discriminator Loss: 0.2067... Generator Loss: 5.9019
Epoch 3/30... Discriminator Loss: 0.2056... Generator Loss: 9.0827
Epoch 3/30... Discriminator Loss: 0.1778... Generator Loss: 6.9257
Epoch 3/30... Discriminator Loss: 0.2877... Generator Loss: 5.6300
Epoch 3/30... Discriminator Loss: 0.3340... Generator Loss: 4.0256
Epoch 3/30... Discriminator Loss: 2.3894... Generator Loss: 0.4237
Epoch 3/30... Discriminator Loss: 0.7223... Generator Loss: 1.1082
Epoch 3/30... Discriminator Loss: 0.6704... Generator Loss: 1.4066
Epoch 3/30... Discriminator Loss: 0.2080... Generator Loss: 5.7666
Epoch 3/30... Discriminator Loss: 0.8883... Generator Loss: 1.9036
Epoch 3/30... Discriminator Loss: 1.2752... Generator Loss: 0.5569
Epoch 3/30... Discriminator Loss: 0.2685... Generator Loss: 3.4121
Epoch 3/30... Discriminator Loss: 0.1716... Generator Loss: 5.6331
Epoch 3/30... Discriminator Loss: 0.2773... Generator Loss: 4.9250
Epoch 3/30... Discriminator Loss: 1.6140... Generator Loss: 3.3418
Epoch 3/30... Discriminator Loss: 0.1844... Generator Loss: 7.8773
Epoch 3/30... Discriminator Loss: 0.8676... Generator Loss: 5.6583
Epoch 3/30... Discriminator Loss: 1.0261... Generator Loss: 0.7540
Epoch 3/30... Discriminator Loss: 0.2961... Generator Loss: 3.4420
Epoch 3/30... Discriminator Loss: 0.4652... Generator Loss: 1.8749
Epoch 3/30... Discriminator Loss: 0.1623... Generator Loss: 5.2521
Epoch 3/30... Discriminator Loss: 0.4155... Generator Loss: 3.3088
Epoch 3/30... Discriminator Loss: 0.2537... Generator Loss: 9.8278
Epoch 3/30... Discriminator Loss: 0.3372... Generator Loss: 8.7211
Epoch 3/30... Discriminator Loss: 1.8471... Generator Loss: 0.5056
Epoch 3/30... Discriminator Loss: 0.9108... Generator Loss: 1.3059
Epoch 3/30... Discriminator Loss: 0.2031... Generator Loss: 6.2622
Epoch 3/30... Discriminator Loss: 0.4694... Generator Loss: 1.9618
Epoch 3/30... Discriminator Loss: 0.9653... Generator Loss: 0.8885
epoch_i 3
Epoch 4/30... Discriminator Loss: 1.2637... Generator Loss: 0.6523
Epoch 4/30... Discriminator Loss: 0.1973... Generator Loss: 5.2208
Epoch 4/30... Discriminator Loss: 1.8437... Generator Loss: 9.0674
Epoch 4/30... Discriminator Loss: 0.3009... Generator Loss: 4.6162
Epoch 4/30... Discriminator Loss: 0.3995... Generator Loss: 4.4162
Epoch 4/30... Discriminator Loss: 0.9302... Generator Loss: 0.9992
Epoch 4/30... Discriminator Loss: 0.5179... Generator Loss: 8.9154
Epoch 4/30... Discriminator Loss: 0.2833... Generator Loss: 8.9365
Epoch 4/30... Discriminator Loss: 0.3482... Generator Loss: 3.7564
Epoch 4/30... Discriminator Loss: 0.1956... Generator Loss: 4.7157
Epoch 4/30... Discriminator Loss: 0.2361... Generator Loss: 5.4182
Epoch 4/30... Discriminator Loss: 0.4907... Generator Loss: 1.7753
Epoch 4/30... Discriminator Loss: 0.5623... Generator Loss: 2.3233
Epoch 4/30... Discriminator Loss: 1.3997... Generator Loss: 0.5190
Epoch 4/30... Discriminator Loss: 1.1706... Generator Loss: 1.3061
Epoch 4/30... Discriminator Loss: 0.3743... Generator Loss: 4.9950
Epoch 4/30... Discriminator Loss: 0.8590... Generator Loss: 4.0835
Epoch 4/30... Discriminator Loss: 0.5456... Generator Loss: 3.0507
Epoch 4/30... Discriminator Loss: 0.2639... Generator Loss: 3.8253
Epoch 4/30... Discriminator Loss: 0.6949... Generator Loss: 1.4254
Epoch 4/30... Discriminator Loss: 0.7770... Generator Loss: 1.7003
Epoch 4/30... Discriminator Loss: 0.6403... Generator Loss: 4.7066
Epoch 4/30... Discriminator Loss: 0.4020... Generator Loss: 3.3132
Epoch 4/30... Discriminator Loss: 0.2593... Generator Loss: 2.5331
Epoch 4/30... Discriminator Loss: 4.0649... Generator Loss: 3.4345
Epoch 4/30... Discriminator Loss: 0.4358... Generator Loss: 2.5290
Epoch 4/30... Discriminator Loss: 0.4589... Generator Loss: 3.9939
Epoch 4/30... Discriminator Loss: 0.2151... Generator Loss: 5.6780
Epoch 4/30... Discriminator Loss: 1.5859... Generator Loss: 0.6441
Epoch 4/30... Discriminator Loss: 2.8430... Generator Loss: 2.1628
Epoch 4/30... Discriminator Loss: 1.7318... Generator Loss: 0.3558
Epoch 4/30... Discriminator Loss: 0.3924... Generator Loss: 3.2994
Epoch 4/30... Discriminator Loss: 0.2288... Generator Loss: 5.0691
Epoch 4/30... Discriminator Loss: 0.3753... Generator Loss: 2.9637
Epoch 4/30... Discriminator Loss: 1.0490... Generator Loss: 0.9783
Epoch 4/30... Discriminator Loss: 0.5135... Generator Loss: 2.6934
Epoch 4/30... Discriminator Loss: 0.2219... Generator Loss: 10.3148
Epoch 4/30... Discriminator Loss: 0.2509... Generator Loss: 4.3154
Epoch 4/30... Discriminator Loss: 0.4813... Generator Loss: 2.3077
Epoch 4/30... Discriminator Loss: 0.4290... Generator Loss: 1.9109
Epoch 4/30... Discriminator Loss: 0.3171... Generator Loss: 3.9419
Epoch 4/30... Discriminator Loss: 0.1973... Generator Loss: 3.5944
Epoch 4/30... Discriminator Loss: 1.2116... Generator Loss: 0.8442
Epoch 4/30... Discriminator Loss: 2.5362... Generator Loss: 2.7660
Epoch 4/30... Discriminator Loss: 0.6442... Generator Loss: 5.4985
Epoch 4/30... Discriminator Loss: 0.3110... Generator Loss: 3.8227
Epoch 4/30... Discriminator Loss: 0.2896... Generator Loss: 3.3019
Epoch 4/30... Discriminator Loss: 0.8311... Generator Loss: 1.5942
Epoch 4/30... Discriminator Loss: 1.6470... Generator Loss: 0.6698
Epoch 4/30... Discriminator Loss: 0.7069... Generator Loss: 1.1133
Epoch 4/30... Discriminator Loss: 0.6713... Generator Loss: 1.2537
Epoch 4/30... Discriminator Loss: 0.6523... Generator Loss: 4.5223
Epoch 4/30... Discriminator Loss: 0.2739... Generator Loss: 3.2416
Epoch 4/30... Discriminator Loss: 0.4838... Generator Loss: 1.6977
Epoch 4/30... Discriminator Loss: 0.2666... Generator Loss: 2.6317
Epoch 4/30... Discriminator Loss: 0.6110... Generator Loss: 3.0777
Epoch 4/30... Discriminator Loss: 0.1554... Generator Loss: 4.9735
Epoch 4/30... Discriminator Loss: 0.5318... Generator Loss: 1.9636
Epoch 4/30... Discriminator Loss: 0.5142... Generator Loss: 1.4318
Epoch 4/30... Discriminator Loss: 0.6316... Generator Loss: 3.0004
Epoch 4/30... Discriminator Loss: 0.2884... Generator Loss: 4.3642
Epoch 4/30... Discriminator Loss: 0.8725... Generator Loss: 3.2855
Epoch 4/30... Discriminator Loss: 0.5853... Generator Loss: 5.4040
Epoch 4/30... Discriminator Loss: 0.2118... Generator Loss: 5.6462
Epoch 4/30... Discriminator Loss: 0.2347... Generator Loss: 3.1126
Epoch 4/30... Discriminator Loss: 0.5487... Generator Loss: 1.7358
Epoch 4/30... Discriminator Loss: 0.5669... Generator Loss: 4.0666
Epoch 4/30... Discriminator Loss: 0.7272... Generator Loss: 1.3902
Epoch 4/30... Discriminator Loss: 0.2081... Generator Loss: 3.9318
Epoch 4/30... Discriminator Loss: 0.2584... Generator Loss: 3.2659
Epoch 4/30... Discriminator Loss: 0.7589... Generator Loss: 2.2991
Epoch 4/30... Discriminator Loss: 0.2284... Generator Loss: 4.6193
Epoch 4/30... Discriminator Loss: 1.1534... Generator Loss: 1.4025
Epoch 4/30... Discriminator Loss: 0.1754... Generator Loss: 5.2510
Epoch 4/30... Discriminator Loss: 0.8106... Generator Loss: 0.9335
Epoch 4/30... Discriminator Loss: 0.6071... Generator Loss: 3.1155
Epoch 4/30... Discriminator Loss: 0.3269... Generator Loss: 4.1660
Epoch 4/30... Discriminator Loss: 0.4964... Generator Loss: 4.7230
Epoch 4/30... Discriminator Loss: 0.3453... Generator Loss: 3.8736
Epoch 4/30... Discriminator Loss: 1.0760... Generator Loss: 2.5270
Epoch 4/30... Discriminator Loss: 0.5339... Generator Loss: 1.6926
Epoch 4/30... Discriminator Loss: 0.7895... Generator Loss: 1.4790
Epoch 4/30... Discriminator Loss: 0.4025... Generator Loss: 3.7655
Epoch 4/30... Discriminator Loss: 3.1106... Generator Loss: 1.8909
Epoch 4/30... Discriminator Loss: 1.2398... Generator Loss: 3.5551
Epoch 4/30... Discriminator Loss: 2.0189... Generator Loss: 0.3797
Epoch 4/30... Discriminator Loss: 0.2381... Generator Loss: 3.8628
Epoch 4/30... Discriminator Loss: 0.2987... Generator Loss: 2.8659
Epoch 4/30... Discriminator Loss: 0.3705... Generator Loss: 3.8169
Epoch 4/30... Discriminator Loss: 0.4638... Generator Loss: 1.8223
Epoch 4/30... Discriminator Loss: 0.8580... Generator Loss: 1.2947
Epoch 4/30... Discriminator Loss: 0.2738... Generator Loss: 3.8664
Epoch 4/30... Discriminator Loss: 0.7810... Generator Loss: 1.0954
Epoch 4/30... Discriminator Loss: 0.8927... Generator Loss: 0.8619
Epoch 4/30... Discriminator Loss: 0.4028... Generator Loss: 4.6022
Epoch 4/30... Discriminator Loss: 1.2490... Generator Loss: 1.3176
Epoch 4/30... Discriminator Loss: 0.9363... Generator Loss: 0.8687
Epoch 4/30... Discriminator Loss: 0.6869... Generator Loss: 1.7408
Epoch 4/30... Discriminator Loss: 0.4697... Generator Loss: 3.0328
Epoch 4/30... Discriminator Loss: 0.6148... Generator Loss: 1.8205
Epoch 4/30... Discriminator Loss: 0.4685... Generator Loss: 1.5220
Epoch 4/30... Discriminator Loss: 0.9427... Generator Loss: 0.7304
Epoch 4/30... Discriminator Loss: 1.1219... Generator Loss: 2.7460
Epoch 4/30... Discriminator Loss: 2.3521... Generator Loss: 0.2700
Epoch 4/30... Discriminator Loss: 1.3853... Generator Loss: 0.4394
Epoch 4/30... Discriminator Loss: 0.3965... Generator Loss: 3.4442
Epoch 4/30... Discriminator Loss: 0.4355... Generator Loss: 3.9887
Epoch 4/30... Discriminator Loss: 1.0410... Generator Loss: 0.7020
Epoch 4/30... Discriminator Loss: 1.7326... Generator Loss: 0.2934
Epoch 4/30... Discriminator Loss: 0.3959... Generator Loss: 2.3417
Epoch 4/30... Discriminator Loss: 0.4332... Generator Loss: 2.2761
Epoch 4/30... Discriminator Loss: 0.4049... Generator Loss: 4.9568
Epoch 4/30... Discriminator Loss: 0.9023... Generator Loss: 2.0506
Epoch 4/30... Discriminator Loss: 0.4322... Generator Loss: 4.0941
Epoch 4/30... Discriminator Loss: 1.2832... Generator Loss: 0.7216
Epoch 4/30... Discriminator Loss: 0.7782... Generator Loss: 0.9859
Epoch 4/30... Discriminator Loss: 0.8047... Generator Loss: 1.1318
Epoch 4/30... Discriminator Loss: 0.5997... Generator Loss: 1.3180
Epoch 4/30... Discriminator Loss: 0.3447... Generator Loss: 2.3184
Epoch 4/30... Discriminator Loss: 1.9652... Generator Loss: 0.2629
Epoch 4/30... Discriminator Loss: 0.3599... Generator Loss: 3.0519
Epoch 4/30... Discriminator Loss: 0.5765... Generator Loss: 1.7377
Epoch 4/30... Discriminator Loss: 0.9321... Generator Loss: 3.0250
Epoch 4/30... Discriminator Loss: 0.3123... Generator Loss: 3.2826
Epoch 4/30... Discriminator Loss: 1.0920... Generator Loss: 0.6486
Epoch 4/30... Discriminator Loss: 1.4211... Generator Loss: 1.9552
Epoch 4/30... Discriminator Loss: 1.2932... Generator Loss: 0.6300
Epoch 4/30... Discriminator Loss: 0.5319... Generator Loss: 2.2986
Epoch 4/30... Discriminator Loss: 0.2856... Generator Loss: 2.9082
Epoch 4/30... Discriminator Loss: 0.4983... Generator Loss: 2.8334
Epoch 4/30... Discriminator Loss: 0.9905... Generator Loss: 0.7675
Epoch 4/30... Discriminator Loss: 0.4669... Generator Loss: 2.5510
Epoch 4/30... Discriminator Loss: 0.4337... Generator Loss: 1.9813
Epoch 4/30... Discriminator Loss: 0.7648... Generator Loss: 1.9851
Epoch 4/30... Discriminator Loss: 0.2376... Generator Loss: 5.5286
Epoch 4/30... Discriminator Loss: 2.1049... Generator Loss: 1.6396
Epoch 4/30... Discriminator Loss: 0.7173... Generator Loss: 3.1701
Epoch 4/30... Discriminator Loss: 0.4322... Generator Loss: 2.1585
Epoch 4/30... Discriminator Loss: 0.6478... Generator Loss: 7.0240
Epoch 4/30... Discriminator Loss: 1.2725... Generator Loss: 1.4580
Epoch 4/30... Discriminator Loss: 0.6462... Generator Loss: 1.3985
Epoch 4/30... Discriminator Loss: 1.0747... Generator Loss: 0.9123
Epoch 4/30... Discriminator Loss: 0.5504... Generator Loss: 2.0205
Epoch 4/30... Discriminator Loss: 0.5753... Generator Loss: 1.3019
Epoch 4/30... Discriminator Loss: 0.5640... Generator Loss: 1.8161
Epoch 4/30... Discriminator Loss: 1.4389... Generator Loss: 0.4321
Epoch 4/30... Discriminator Loss: 1.5947... Generator Loss: 0.3482
Epoch 4/30... Discriminator Loss: 1.1315... Generator Loss: 2.9161
Epoch 4/30... Discriminator Loss: 0.9977... Generator Loss: 0.7454
Epoch 4/30... Discriminator Loss: 0.6433... Generator Loss: 2.6083
Epoch 4/30... Discriminator Loss: 0.3502... Generator Loss: 2.3961
Epoch 4/30... Discriminator Loss: 1.0413... Generator Loss: 5.1831
Epoch 4/30... Discriminator Loss: 0.8264... Generator Loss: 1.4101
Epoch 4/30... Discriminator Loss: 1.2905... Generator Loss: 1.6670
Epoch 4/30... Discriminator Loss: 1.0270... Generator Loss: 3.1591
Epoch 4/30... Discriminator Loss: 0.7256... Generator Loss: 1.5321
Epoch 4/30... Discriminator Loss: 0.2895... Generator Loss: 3.3700
Epoch 4/30... Discriminator Loss: 0.6969... Generator Loss: 2.3230
epoch_i 4
Epoch 5/30... Discriminator Loss: 2.0229... Generator Loss: 4.4109
Epoch 5/30... Discriminator Loss: 1.1437... Generator Loss: 2.0068
Epoch 5/30... Discriminator Loss: 0.7630... Generator Loss: 3.7840
Epoch 5/30... Discriminator Loss: 0.4433... Generator Loss: 1.7566
Epoch 5/30... Discriminator Loss: 0.8175... Generator Loss: 1.2808
Epoch 5/30... Discriminator Loss: 1.1720... Generator Loss: 0.9671
Epoch 5/30... Discriminator Loss: 0.7527... Generator Loss: 0.9307
Epoch 5/30... Discriminator Loss: 0.5144... Generator Loss: 1.8984
Epoch 5/30... Discriminator Loss: 0.9535... Generator Loss: 2.1220
Epoch 5/30... Discriminator Loss: 0.8715... Generator Loss: 2.5767
Epoch 5/30... Discriminator Loss: 1.2598... Generator Loss: 2.6034
Epoch 5/30... Discriminator Loss: 1.3136... Generator Loss: 0.5259
Epoch 5/30... Discriminator Loss: 0.8253... Generator Loss: 1.2702
Epoch 5/30... Discriminator Loss: 1.3313... Generator Loss: 0.6310
Epoch 5/30... Discriminator Loss: 0.5965... Generator Loss: 1.7715
Epoch 5/30... Discriminator Loss: 0.8967... Generator Loss: 1.0928
Epoch 5/30... Discriminator Loss: 0.2844... Generator Loss: 4.1281
Epoch 5/30... Discriminator Loss: 0.3488... Generator Loss: 2.8361
Epoch 5/30... Discriminator Loss: 0.7383... Generator Loss: 5.0318
Epoch 5/30... Discriminator Loss: 0.7508... Generator Loss: 1.6848
Epoch 5/30... Discriminator Loss: 0.9919... Generator Loss: 1.5132
Epoch 5/30... Discriminator Loss: 1.0029... Generator Loss: 1.1431
Epoch 5/30... Discriminator Loss: 0.4566... Generator Loss: 2.5828
Epoch 5/30... Discriminator Loss: 0.7175... Generator Loss: 1.6882
Epoch 5/30... Discriminator Loss: 0.3991... Generator Loss: 1.8373
Epoch 5/30... Discriminator Loss: 0.2686... Generator Loss: 2.7970
Epoch 5/30... Discriminator Loss: 0.7267... Generator Loss: 1.7139
Epoch 5/30... Discriminator Loss: 1.4517... Generator Loss: 5.1516
Epoch 5/30... Discriminator Loss: 1.6372... Generator Loss: 2.4957
Epoch 5/30... Discriminator Loss: 0.7211... Generator Loss: 1.6541
Epoch 5/30... Discriminator Loss: 0.6918... Generator Loss: 1.2251
Epoch 5/30... Discriminator Loss: 1.0286... Generator Loss: 1.8360
Epoch 5/30... Discriminator Loss: 1.0505... Generator Loss: 1.8435
Epoch 5/30... Discriminator Loss: 0.9297... Generator Loss: 0.8105
Epoch 5/30... Discriminator Loss: 1.4494... Generator Loss: 0.6780
Epoch 5/30... Discriminator Loss: 0.7381... Generator Loss: 1.4127
Epoch 5/30... Discriminator Loss: 0.7083... Generator Loss: 1.1806
Epoch 5/30... Discriminator Loss: 0.4641... Generator Loss: 1.9603
Epoch 5/30... Discriminator Loss: 0.3424... Generator Loss: 2.4589
Epoch 5/30... Discriminator Loss: 0.9127... Generator Loss: 1.9984
Epoch 5/30... Discriminator Loss: 0.5839... Generator Loss: 3.1485
Epoch 5/30... Discriminator Loss: 1.3791... Generator Loss: 0.6252
Epoch 5/30... Discriminator Loss: 0.3613... Generator Loss: 4.4885
Epoch 5/30... Discriminator Loss: 0.4010... Generator Loss: 2.4341
Epoch 5/30... Discriminator Loss: 0.8431... Generator Loss: 1.6127
Epoch 5/30... Discriminator Loss: 0.4273... Generator Loss: 1.9408
Epoch 5/30... Discriminator Loss: 1.6486... Generator Loss: 0.5798
Epoch 5/30... Discriminator Loss: 0.8441... Generator Loss: 2.7168
Epoch 5/30... Discriminator Loss: 0.4869... Generator Loss: 2.4520
Epoch 5/30... Discriminator Loss: 1.2227... Generator Loss: 0.7532
Epoch 5/30... Discriminator Loss: 0.7294... Generator Loss: 1.4646
Epoch 5/30... Discriminator Loss: 0.4469... Generator Loss: 2.4289
Epoch 5/30... Discriminator Loss: 0.4503... Generator Loss: 1.7469
Epoch 5/30... Discriminator Loss: 0.4365... Generator Loss: 2.1385
Epoch 5/30... Discriminator Loss: 0.9073... Generator Loss: 3.4541
Epoch 5/30... Discriminator Loss: 0.6273... Generator Loss: 1.4742
Epoch 5/30... Discriminator Loss: 0.3359... Generator Loss: 3.1309
Epoch 5/30... Discriminator Loss: 0.5595... Generator Loss: 3.2848
Epoch 5/30... Discriminator Loss: 0.1755... Generator Loss: 3.4552
Epoch 5/30... Discriminator Loss: 0.6177... Generator Loss: 1.8390
Epoch 5/30... Discriminator Loss: 0.4564... Generator Loss: 1.9331
Epoch 5/30... Discriminator Loss: 0.5980... Generator Loss: 3.6889
Epoch 5/30... Discriminator Loss: 1.1809... Generator Loss: 3.9178
Epoch 5/30... Discriminator Loss: 1.7003... Generator Loss: 1.1697
Epoch 5/30... Discriminator Loss: 1.1373... Generator Loss: 0.9257
Epoch 5/30... Discriminator Loss: 0.8055... Generator Loss: 1.2043
Epoch 5/30... Discriminator Loss: 0.5951... Generator Loss: 1.5410
Epoch 5/30... Discriminator Loss: 0.5129... Generator Loss: 1.8345
Epoch 5/30... Discriminator Loss: 1.8419... Generator Loss: 0.2939
Epoch 5/30... Discriminator Loss: 0.6676... Generator Loss: 1.5758
Epoch 5/30... Discriminator Loss: 1.2327... Generator Loss: 1.2206
Epoch 5/30... Discriminator Loss: 1.1095... Generator Loss: 1.4475
Epoch 5/30... Discriminator Loss: 1.5383... Generator Loss: 4.0898
Epoch 5/30... Discriminator Loss: 1.0788... Generator Loss: 1.0707
Epoch 5/30... Discriminator Loss: 1.4033... Generator Loss: 0.7646
Epoch 5/30... Discriminator Loss: 0.5436... Generator Loss: 2.0018
Epoch 5/30... Discriminator Loss: 1.9423... Generator Loss: 2.1241
Epoch 5/30... Discriminator Loss: 0.7404... Generator Loss: 2.2280
Epoch 5/30... Discriminator Loss: 1.6404... Generator Loss: 0.4528
Epoch 5/30... Discriminator Loss: 0.6622... Generator Loss: 1.2569
Epoch 5/30... Discriminator Loss: 0.6784... Generator Loss: 1.2618
Epoch 5/30... Discriminator Loss: 0.9562... Generator Loss: 1.2200
Epoch 5/30... Discriminator Loss: 0.7682... Generator Loss: 1.7172
Epoch 5/30... Discriminator Loss: 1.3142... Generator Loss: 2.2451
Epoch 5/30... Discriminator Loss: 1.2060... Generator Loss: 0.6618
Epoch 5/30... Discriminator Loss: 1.0344... Generator Loss: 1.5128
Epoch 5/30... Discriminator Loss: 1.0334... Generator Loss: 0.9119
Epoch 5/30... Discriminator Loss: 0.6549... Generator Loss: 1.6157
Epoch 5/30... Discriminator Loss: 0.6771... Generator Loss: 1.2781
Epoch 5/30... Discriminator Loss: 0.7903... Generator Loss: 0.9780
Epoch 5/30... Discriminator Loss: 0.8048... Generator Loss: 1.3452
Epoch 5/30... Discriminator Loss: 0.9333... Generator Loss: 0.7416
Epoch 5/30... Discriminator Loss: 0.3677... Generator Loss: 2.6586
Epoch 5/30... Discriminator Loss: 1.0904... Generator Loss: 0.8474
Epoch 5/30... Discriminator Loss: 0.3198... Generator Loss: 2.4407
Epoch 5/30... Discriminator Loss: 1.4757... Generator Loss: 0.4550
Epoch 5/30... Discriminator Loss: 3.7682... Generator Loss: 2.3142
Epoch 5/30... Discriminator Loss: 1.6028... Generator Loss: 0.3861
Epoch 5/30... Discriminator Loss: 0.9809... Generator Loss: 1.0553
Epoch 5/30... Discriminator Loss: 1.3542... Generator Loss: 0.5592
Epoch 5/30... Discriminator Loss: 1.0116... Generator Loss: 1.0477
Epoch 5/30... Discriminator Loss: 1.3959... Generator Loss: 0.5880
Epoch 5/30... Discriminator Loss: 1.2264... Generator Loss: 0.8567
Epoch 5/30... Discriminator Loss: 1.2461... Generator Loss: 0.7463
Epoch 5/30... Discriminator Loss: 1.3455... Generator Loss: 1.0723
Epoch 5/30... Discriminator Loss: 1.0150... Generator Loss: 0.8931
Epoch 5/30... Discriminator Loss: 1.0904... Generator Loss: 0.8180
Epoch 5/30... Discriminator Loss: 0.9598... Generator Loss: 1.1795
Epoch 5/30... Discriminator Loss: 1.0370... Generator Loss: 0.9033
Epoch 5/30... Discriminator Loss: 1.1494... Generator Loss: 0.6373
Epoch 5/30... Discriminator Loss: 1.2772... Generator Loss: 0.7863
Epoch 5/30... Discriminator Loss: 1.0406... Generator Loss: 0.7715
Epoch 5/30... Discriminator Loss: 1.1830... Generator Loss: 0.8910
Epoch 5/30... Discriminator Loss: 1.0430... Generator Loss: 0.8331
Epoch 5/30... Discriminator Loss: 1.1276... Generator Loss: 0.6870
Epoch 5/30... Discriminator Loss: 1.2228... Generator Loss: 0.9057
Epoch 5/30... Discriminator Loss: 1.1191... Generator Loss: 0.5606
Epoch 5/30... Discriminator Loss: 1.0006... Generator Loss: 1.1088
Epoch 5/30... Discriminator Loss: 0.8614... Generator Loss: 0.9862
Epoch 5/30... Discriminator Loss: 1.0454... Generator Loss: 1.1096
Epoch 5/30... Discriminator Loss: 1.2715... Generator Loss: 0.6175
Epoch 5/30... Discriminator Loss: 0.8091... Generator Loss: 1.4798
Epoch 5/30... Discriminator Loss: 1.1660... Generator Loss: 0.6294
Epoch 5/30... Discriminator Loss: 0.8866... Generator Loss: 1.2427
Epoch 5/30... Discriminator Loss: 1.0387... Generator Loss: 1.5603
Epoch 5/30... Discriminator Loss: 0.8561... Generator Loss: 1.2912
Epoch 5/30... Discriminator Loss: 1.0193... Generator Loss: 0.9707
Epoch 5/30... Discriminator Loss: 0.9822... Generator Loss: 0.8725
Epoch 5/30... Discriminator Loss: 1.0370... Generator Loss: 0.9670
Epoch 5/30... Discriminator Loss: 2.0279... Generator Loss: 2.3961
Epoch 5/30... Discriminator Loss: 1.0888... Generator Loss: 1.0499
Epoch 5/30... Discriminator Loss: 0.9403... Generator Loss: 0.9369
Epoch 5/30... Discriminator Loss: 0.8595... Generator Loss: 0.8722
Epoch 5/30... Discriminator Loss: 1.3094... Generator Loss: 1.9107
Epoch 5/30... Discriminator Loss: 1.1093... Generator Loss: 1.0468
Epoch 5/30... Discriminator Loss: 0.9835... Generator Loss: 0.8431
Epoch 5/30... Discriminator Loss: 1.1775... Generator Loss: 0.9563
Epoch 5/30... Discriminator Loss: 0.8434... Generator Loss: 1.3566
Epoch 5/30... Discriminator Loss: 1.0825... Generator Loss: 1.1989
Epoch 5/30... Discriminator Loss: 1.2346... Generator Loss: 0.9656
Epoch 5/30... Discriminator Loss: 1.0291... Generator Loss: 1.1563
Epoch 5/30... Discriminator Loss: 0.8518... Generator Loss: 1.4723
Epoch 5/30... Discriminator Loss: 2.0402... Generator Loss: 1.6914
Epoch 5/30... Discriminator Loss: 1.0959... Generator Loss: 0.9350
Epoch 5/30... Discriminator Loss: 0.8845... Generator Loss: 1.0592
Epoch 5/30... Discriminator Loss: 0.8639... Generator Loss: 1.0000
Epoch 5/30... Discriminator Loss: 0.9022... Generator Loss: 1.1970
Epoch 5/30... Discriminator Loss: 1.1016... Generator Loss: 0.8929
Epoch 5/30... Discriminator Loss: 0.9600... Generator Loss: 1.4574
Epoch 5/30... Discriminator Loss: 0.7477... Generator Loss: 1.6840
Epoch 5/30... Discriminator Loss: 1.1760... Generator Loss: 0.9136
Epoch 5/30... Discriminator Loss: 0.7703... Generator Loss: 1.1071
Epoch 5/30... Discriminator Loss: 1.5487... Generator Loss: 1.9783
Epoch 5/30... Discriminator Loss: 1.3643... Generator Loss: 2.6865
Epoch 5/30... Discriminator Loss: 1.3364... Generator Loss: 0.6424
Epoch 5/30... Discriminator Loss: 1.2122... Generator Loss: 0.8137
Epoch 5/30... Discriminator Loss: 0.9216... Generator Loss: 1.4409
Epoch 5/30... Discriminator Loss: 1.1113... Generator Loss: 1.1414
Epoch 5/30... Discriminator Loss: 1.1968... Generator Loss: 1.0154
epoch_i 5
Epoch 6/30... Discriminator Loss: 0.9883... Generator Loss: 0.8845
Epoch 6/30... Discriminator Loss: 0.9075... Generator Loss: 1.1757
Epoch 6/30... Discriminator Loss: 1.0144... Generator Loss: 1.1125
Epoch 6/30... Discriminator Loss: 1.0988... Generator Loss: 0.6743
Epoch 6/30... Discriminator Loss: 1.1495... Generator Loss: 0.8228
Epoch 6/30... Discriminator Loss: 0.7729... Generator Loss: 1.1463
Epoch 6/30... Discriminator Loss: 0.8640... Generator Loss: 1.3023
Epoch 6/30... Discriminator Loss: 0.9126... Generator Loss: 0.9287
Epoch 6/30... Discriminator Loss: 0.9327... Generator Loss: 0.8823
Epoch 6/30... Discriminator Loss: 0.8720... Generator Loss: 2.2427
Epoch 6/30... Discriminator Loss: 1.3927... Generator Loss: 0.7003
Epoch 6/30... Discriminator Loss: 1.0825... Generator Loss: 1.2835
Epoch 6/30... Discriminator Loss: 0.9159... Generator Loss: 0.8548
Epoch 6/30... Discriminator Loss: 0.9697... Generator Loss: 1.3196
Epoch 6/30... Discriminator Loss: 1.2102... Generator Loss: 0.7880
Epoch 6/30... Discriminator Loss: 0.7951... Generator Loss: 1.1667
Epoch 6/30... Discriminator Loss: 1.2896... Generator Loss: 2.5165
Epoch 6/30... Discriminator Loss: 1.1040... Generator Loss: 1.0342
Epoch 6/30... Discriminator Loss: 0.9248... Generator Loss: 1.3741
Epoch 6/30... Discriminator Loss: 1.0049... Generator Loss: 0.9521
Epoch 6/30... Discriminator Loss: 1.0643... Generator Loss: 1.1909
Epoch 6/30... Discriminator Loss: 1.0095... Generator Loss: 1.0427
Epoch 6/30... Discriminator Loss: 0.9163... Generator Loss: 1.3963
Epoch 6/30... Discriminator Loss: 1.1313... Generator Loss: 0.9489
Epoch 6/30... Discriminator Loss: 0.9772... Generator Loss: 1.0500
Epoch 6/30... Discriminator Loss: 1.1538... Generator Loss: 0.6502
Epoch 6/30... Discriminator Loss: 0.9575... Generator Loss: 1.1528
Epoch 6/30... Discriminator Loss: 0.9513... Generator Loss: 1.1583
Epoch 6/30... Discriminator Loss: 1.2234... Generator Loss: 1.4350
Epoch 6/30... Discriminator Loss: 0.9605... Generator Loss: 1.1575
Epoch 6/30... Discriminator Loss: 1.1939... Generator Loss: 0.6875
Epoch 6/30... Discriminator Loss: 0.9735... Generator Loss: 1.2814
Epoch 6/30... Discriminator Loss: 1.3220... Generator Loss: 1.2173
Epoch 6/30... Discriminator Loss: 0.9653... Generator Loss: 1.3569
Epoch 6/30... Discriminator Loss: 1.0218... Generator Loss: 1.1123
Epoch 6/30... Discriminator Loss: 1.1429... Generator Loss: 0.7211
Epoch 6/30... Discriminator Loss: 1.3637... Generator Loss: 0.4357
Epoch 6/30... Discriminator Loss: 1.2960... Generator Loss: 0.4224
Epoch 6/30... Discriminator Loss: 1.1581... Generator Loss: 0.8864
Epoch 6/30... Discriminator Loss: 1.1883... Generator Loss: 0.8364
Epoch 6/30... Discriminator Loss: 1.0288... Generator Loss: 0.9033
Epoch 6/30... Discriminator Loss: 1.1106... Generator Loss: 0.8061
Epoch 6/30... Discriminator Loss: 1.1123... Generator Loss: 1.0019
Epoch 6/30... Discriminator Loss: 1.1635... Generator Loss: 0.9273
Epoch 6/30... Discriminator Loss: 1.0850... Generator Loss: 0.8002
Epoch 6/30... Discriminator Loss: 1.0330... Generator Loss: 0.9778
Epoch 6/30... Discriminator Loss: 0.8604... Generator Loss: 0.9207
Epoch 6/30... Discriminator Loss: 0.7697... Generator Loss: 1.1752
Epoch 6/30... Discriminator Loss: 1.0457... Generator Loss: 0.8778
Epoch 6/30... Discriminator Loss: 1.2401... Generator Loss: 0.5730
Epoch 6/30... Discriminator Loss: 0.7579... Generator Loss: 1.4218
Epoch 6/30... Discriminator Loss: 1.0650... Generator Loss: 1.2419
Epoch 6/30... Discriminator Loss: 1.0763... Generator Loss: 0.7571
Epoch 6/30... Discriminator Loss: 0.9178... Generator Loss: 1.0165
Epoch 6/30... Discriminator Loss: 1.0422... Generator Loss: 1.5011
Epoch 6/30... Discriminator Loss: 1.0268... Generator Loss: 0.7003
Epoch 6/30... Discriminator Loss: 1.0941... Generator Loss: 1.3356
Epoch 6/30... Discriminator Loss: 1.3150... Generator Loss: 0.5794
Epoch 6/30... Discriminator Loss: 0.5937... Generator Loss: 1.9700
Epoch 6/30... Discriminator Loss: 0.9338... Generator Loss: 1.5376
Epoch 6/30... Discriminator Loss: 0.9603... Generator Loss: 1.0501
Epoch 6/30... Discriminator Loss: 1.0915... Generator Loss: 0.8921
Epoch 6/30... Discriminator Loss: 1.0806... Generator Loss: 0.9128
Epoch 6/30... Discriminator Loss: 1.1317... Generator Loss: 0.9965
Epoch 6/30... Discriminator Loss: 1.9654... Generator Loss: 2.9807
Epoch 6/30... Discriminator Loss: 1.2692... Generator Loss: 1.0217
Epoch 6/30... Discriminator Loss: 1.2318... Generator Loss: 0.5761
Epoch 6/30... Discriminator Loss: 0.8758... Generator Loss: 1.1548
Epoch 6/30... Discriminator Loss: 0.9807... Generator Loss: 1.7330
Epoch 6/30... Discriminator Loss: 1.1103... Generator Loss: 0.9068
Epoch 6/30... Discriminator Loss: 1.0005... Generator Loss: 1.0090
Epoch 6/30... Discriminator Loss: 1.1477... Generator Loss: 0.9793
Epoch 6/30... Discriminator Loss: 1.0467... Generator Loss: 0.9506
Epoch 6/30... Discriminator Loss: 0.9396... Generator Loss: 1.3988
Epoch 6/30... Discriminator Loss: 1.0181... Generator Loss: 1.1740
Epoch 6/30... Discriminator Loss: 0.9807... Generator Loss: 1.3758
Epoch 6/30... Discriminator Loss: 0.7679... Generator Loss: 1.7718
Epoch 6/30... Discriminator Loss: 0.9159... Generator Loss: 1.3634
Epoch 6/30... Discriminator Loss: 0.8351... Generator Loss: 1.3172
Epoch 6/30... Discriminator Loss: 0.9970... Generator Loss: 0.8070
Epoch 6/30... Discriminator Loss: 1.1131... Generator Loss: 0.7559
Epoch 6/30... Discriminator Loss: 0.9564... Generator Loss: 1.3641
Epoch 6/30... Discriminator Loss: 1.1969... Generator Loss: 0.7657
Epoch 6/30... Discriminator Loss: 0.9375... Generator Loss: 1.0206
Epoch 6/30... Discriminator Loss: 0.9816... Generator Loss: 1.5706
Epoch 6/30... Discriminator Loss: 0.9842... Generator Loss: 1.1004
Epoch 6/30... Discriminator Loss: 0.9724... Generator Loss: 0.7772
Epoch 6/30... Discriminator Loss: 5.1921... Generator Loss: 4.8295
Epoch 6/30... Discriminator Loss: 1.2021... Generator Loss: 0.8777
Epoch 6/30... Discriminator Loss: 1.0359... Generator Loss: 0.7960
Epoch 6/30... Discriminator Loss: 1.2248... Generator Loss: 0.6592
Epoch 6/30... Discriminator Loss: 0.7987... Generator Loss: 1.3627
Epoch 6/30... Discriminator Loss: 0.9385... Generator Loss: 1.3037
Epoch 6/30... Discriminator Loss: 1.1101... Generator Loss: 0.7681
Epoch 6/30... Discriminator Loss: 0.9382... Generator Loss: 0.8987
Epoch 6/30... Discriminator Loss: 0.9849... Generator Loss: 0.9283
Epoch 6/30... Discriminator Loss: 0.7619... Generator Loss: 1.2874
Epoch 6/30... Discriminator Loss: 0.9275... Generator Loss: 1.2389
Epoch 6/30... Discriminator Loss: 1.9696... Generator Loss: 0.7514
Epoch 6/30... Discriminator Loss: 1.1093... Generator Loss: 0.7315
Epoch 6/30... Discriminator Loss: 0.8772... Generator Loss: 1.1768
Epoch 6/30... Discriminator Loss: 1.0524... Generator Loss: 0.9651
Epoch 6/30... Discriminator Loss: 1.1971... Generator Loss: 0.7356
Epoch 6/30... Discriminator Loss: 1.1780... Generator Loss: 0.5711
Epoch 6/30... Discriminator Loss: 1.0166... Generator Loss: 0.8692
Epoch 6/30... Discriminator Loss: 1.0690... Generator Loss: 0.6609
Epoch 6/30... Discriminator Loss: 1.0290... Generator Loss: 0.9029
Epoch 6/30... Discriminator Loss: 1.5960... Generator Loss: 0.5190
Epoch 6/30... Discriminator Loss: 1.1692... Generator Loss: 0.8020
Epoch 6/30... Discriminator Loss: 0.9068... Generator Loss: 1.3688
Epoch 6/30... Discriminator Loss: 0.9263... Generator Loss: 0.7725
Epoch 6/30... Discriminator Loss: 1.0201... Generator Loss: 1.1121
Epoch 6/30... Discriminator Loss: 1.0538... Generator Loss: 0.7910
Epoch 6/30... Discriminator Loss: 1.1572... Generator Loss: 0.6116
Epoch 6/30... Discriminator Loss: 1.0601... Generator Loss: 0.7092
Epoch 6/30... Discriminator Loss: 1.3236... Generator Loss: 1.1936
Epoch 6/30... Discriminator Loss: 1.0869... Generator Loss: 0.9115
Epoch 6/30... Discriminator Loss: 1.0506... Generator Loss: 1.2143
Epoch 6/30... Discriminator Loss: 1.0995... Generator Loss: 0.9487
Epoch 6/30... Discriminator Loss: 0.7785... Generator Loss: 1.3553
Epoch 6/30... Discriminator Loss: 1.7670... Generator Loss: 0.3304
Epoch 6/30... Discriminator Loss: 1.1803... Generator Loss: 1.0625
Epoch 6/30... Discriminator Loss: 1.0687... Generator Loss: 0.8073
Epoch 6/30... Discriminator Loss: 1.1292... Generator Loss: 0.7350
Epoch 6/30... Discriminator Loss: 0.9409... Generator Loss: 0.9861
Epoch 6/30... Discriminator Loss: 1.1767... Generator Loss: 1.1379
Epoch 6/30... Discriminator Loss: 1.0296... Generator Loss: 1.0718
Epoch 6/30... Discriminator Loss: 1.1092... Generator Loss: 0.7817
Epoch 6/30... Discriminator Loss: 0.9952... Generator Loss: 1.2037
Epoch 6/30... Discriminator Loss: 2.1811... Generator Loss: 0.1732
Epoch 6/30... Discriminator Loss: 1.3402... Generator Loss: 0.8698
Epoch 6/30... Discriminator Loss: 1.2594... Generator Loss: 0.7765
Epoch 6/30... Discriminator Loss: 1.1302... Generator Loss: 0.9996
Epoch 6/30... Discriminator Loss: 1.1569... Generator Loss: 0.6923
Epoch 6/30... Discriminator Loss: 1.0032... Generator Loss: 0.9399
Epoch 6/30... Discriminator Loss: 1.1059... Generator Loss: 0.9338
Epoch 6/30... Discriminator Loss: 1.0145... Generator Loss: 0.7540
Epoch 6/30... Discriminator Loss: 1.1913... Generator Loss: 0.6599
Epoch 6/30... Discriminator Loss: 1.1204... Generator Loss: 0.7388
Epoch 6/30... Discriminator Loss: 0.9361... Generator Loss: 1.1245
Epoch 6/30... Discriminator Loss: 1.2443... Generator Loss: 0.6261
Epoch 6/30... Discriminator Loss: 1.0520... Generator Loss: 0.9578
Epoch 6/30... Discriminator Loss: 1.4539... Generator Loss: 1.9180
Epoch 6/30... Discriminator Loss: 1.0661... Generator Loss: 0.9105
Epoch 6/30... Discriminator Loss: 1.2349... Generator Loss: 0.7266
Epoch 6/30... Discriminator Loss: 1.2204... Generator Loss: 0.5354
Epoch 6/30... Discriminator Loss: 0.8420... Generator Loss: 1.1468
Epoch 6/30... Discriminator Loss: 1.0233... Generator Loss: 0.9572
Epoch 6/30... Discriminator Loss: 1.5545... Generator Loss: 0.3794
Epoch 6/30... Discriminator Loss: 0.8210... Generator Loss: 0.9375
Epoch 6/30... Discriminator Loss: 1.0128... Generator Loss: 1.1248
Epoch 6/30... Discriminator Loss: 1.1838... Generator Loss: 1.0661
Epoch 6/30... Discriminator Loss: 1.0817... Generator Loss: 0.7709
Epoch 6/30... Discriminator Loss: 0.9449... Generator Loss: 1.3865
Epoch 6/30... Discriminator Loss: 1.0518... Generator Loss: 1.1721
Epoch 6/30... Discriminator Loss: 0.8538... Generator Loss: 1.3738
Epoch 6/30... Discriminator Loss: 1.0044... Generator Loss: 1.0908
Epoch 6/30... Discriminator Loss: 0.7719... Generator Loss: 1.7853
epoch_i 6
Epoch 7/30... Discriminator Loss: 1.5641... Generator Loss: 0.3401
Epoch 7/30... Discriminator Loss: 1.1657... Generator Loss: 1.7673
Epoch 7/30... Discriminator Loss: 1.2365... Generator Loss: 1.1094
Epoch 7/30... Discriminator Loss: 0.9628... Generator Loss: 1.2025
Epoch 7/30... Discriminator Loss: 1.2197... Generator Loss: 0.8636
Epoch 7/30... Discriminator Loss: 1.1301... Generator Loss: 1.2727
Epoch 7/30... Discriminator Loss: 1.1624... Generator Loss: 0.7520
Epoch 7/30... Discriminator Loss: 1.2588... Generator Loss: 0.6423
Epoch 7/30... Discriminator Loss: 1.1437... Generator Loss: 1.2090
Epoch 7/30... Discriminator Loss: 0.9312... Generator Loss: 1.1620
Epoch 7/30... Discriminator Loss: 1.1944... Generator Loss: 0.6543
Epoch 7/30... Discriminator Loss: 0.9603... Generator Loss: 0.7481
Epoch 7/30... Discriminator Loss: 1.0283... Generator Loss: 1.2996
Epoch 7/30... Discriminator Loss: 1.0794... Generator Loss: 0.7229
Epoch 7/30... Discriminator Loss: 1.5369... Generator Loss: 0.3613
Epoch 7/30... Discriminator Loss: 1.1734... Generator Loss: 0.9714
Epoch 7/30... Discriminator Loss: 1.1164... Generator Loss: 1.2415
Epoch 7/30... Discriminator Loss: 1.0815... Generator Loss: 0.6403
Epoch 7/30... Discriminator Loss: 0.9915... Generator Loss: 1.0341
Epoch 7/30... Discriminator Loss: 1.0532... Generator Loss: 0.8675
Epoch 7/30... Discriminator Loss: 0.9853... Generator Loss: 1.4352
Epoch 7/30... Discriminator Loss: 0.9872... Generator Loss: 0.8278
Epoch 7/30... Discriminator Loss: 1.1005... Generator Loss: 0.8411
Epoch 7/30... Discriminator Loss: 1.4226... Generator Loss: 0.4582
Epoch 7/30... Discriminator Loss: 1.0078... Generator Loss: 0.7046
Epoch 7/30... Discriminator Loss: 1.3689... Generator Loss: 0.4108
Epoch 7/30... Discriminator Loss: 1.1763... Generator Loss: 0.8634
Epoch 7/30... Discriminator Loss: 0.8891... Generator Loss: 1.4362
Epoch 7/30... Discriminator Loss: 1.6985... Generator Loss: 0.8455
Epoch 7/30... Discriminator Loss: 1.8406... Generator Loss: 0.4619
Epoch 7/30... Discriminator Loss: 0.9071... Generator Loss: 0.8487
Epoch 7/30... Discriminator Loss: 1.1845... Generator Loss: 0.8391
Epoch 7/30... Discriminator Loss: 1.0365... Generator Loss: 0.8788
Epoch 7/30... Discriminator Loss: 1.1277... Generator Loss: 0.8800
Epoch 7/30... Discriminator Loss: 1.6026... Generator Loss: 0.3052
Epoch 7/30... Discriminator Loss: 1.2642... Generator Loss: 1.3489
Epoch 7/30... Discriminator Loss: 1.1146... Generator Loss: 0.6747
Epoch 7/30... Discriminator Loss: 1.1326... Generator Loss: 1.3289
Epoch 7/30... Discriminator Loss: 1.1915... Generator Loss: 1.6843
Epoch 7/30... Discriminator Loss: 1.2448... Generator Loss: 0.8112
Epoch 7/30... Discriminator Loss: 1.1043... Generator Loss: 0.7439
Epoch 7/30... Discriminator Loss: 0.9939... Generator Loss: 0.8516
Epoch 7/30... Discriminator Loss: 1.2205... Generator Loss: 1.2394
Epoch 7/30... Discriminator Loss: 1.1882... Generator Loss: 0.6081
Epoch 7/30... Discriminator Loss: 1.5796... Generator Loss: 1.2217
Epoch 7/30... Discriminator Loss: 1.2897... Generator Loss: 0.9369
Epoch 7/30... Discriminator Loss: 1.2290... Generator Loss: 0.6711
Epoch 7/30... Discriminator Loss: 1.7159... Generator Loss: 0.4493
Epoch 7/30... Discriminator Loss: 0.9734... Generator Loss: 0.8865
Epoch 7/30... Discriminator Loss: 1.2907... Generator Loss: 0.7085
Epoch 7/30... Discriminator Loss: 1.1703... Generator Loss: 0.7077
Epoch 7/30... Discriminator Loss: 0.8350... Generator Loss: 0.9212
Epoch 7/30... Discriminator Loss: 0.9076... Generator Loss: 1.2721
Epoch 7/30... Discriminator Loss: 0.7890... Generator Loss: 1.3130
Epoch 7/30... Discriminator Loss: 1.1431... Generator Loss: 0.6203
Epoch 7/30... Discriminator Loss: 1.3621... Generator Loss: 0.4832
Epoch 7/30... Discriminator Loss: 1.1767... Generator Loss: 1.6661
Epoch 7/30... Discriminator Loss: 0.8770... Generator Loss: 0.8509
Epoch 7/30... Discriminator Loss: 1.1349... Generator Loss: 0.6795
Epoch 7/30... Discriminator Loss: 1.0082... Generator Loss: 1.1660
Epoch 7/30... Discriminator Loss: 0.6717... Generator Loss: 1.7007
Epoch 7/30... Discriminator Loss: 0.9773... Generator Loss: 0.5878
Epoch 7/30... Discriminator Loss: 1.8286... Generator Loss: 0.3724
Epoch 7/30... Discriminator Loss: 1.3612... Generator Loss: 0.8936
Epoch 7/30... Discriminator Loss: 1.2863... Generator Loss: 1.2338
Epoch 7/30... Discriminator Loss: 1.0881... Generator Loss: 1.0810
Epoch 7/30... Discriminator Loss: 1.2880... Generator Loss: 0.7476
Epoch 7/30... Discriminator Loss: 1.5440... Generator Loss: 0.6102
Epoch 7/30... Discriminator Loss: 0.7976... Generator Loss: 1.3144
Epoch 7/30... Discriminator Loss: 1.0381... Generator Loss: 1.0803
Epoch 7/30... Discriminator Loss: 1.3727... Generator Loss: 0.4270
Epoch 7/30... Discriminator Loss: 1.2302... Generator Loss: 0.5120
Epoch 7/30... Discriminator Loss: 1.0739... Generator Loss: 1.1034
Epoch 7/30... Discriminator Loss: 1.0714... Generator Loss: 1.0717
Epoch 7/30... Discriminator Loss: 0.9112... Generator Loss: 0.9189
Epoch 7/30... Discriminator Loss: 0.9971... Generator Loss: 1.1479
Epoch 7/30... Discriminator Loss: 1.1965... Generator Loss: 0.7710
Epoch 7/30... Discriminator Loss: 0.7897... Generator Loss: 0.9439
Epoch 7/30... Discriminator Loss: 1.0161... Generator Loss: 1.6669
Epoch 7/30... Discriminator Loss: 1.1009... Generator Loss: 0.6682
Epoch 7/30... Discriminator Loss: 1.2136... Generator Loss: 0.9867
Epoch 7/30... Discriminator Loss: 1.1131... Generator Loss: 1.2233
Epoch 7/30... Discriminator Loss: 0.8860... Generator Loss: 1.0093
Epoch 7/30... Discriminator Loss: 1.1110... Generator Loss: 1.0222
Epoch 7/30... Discriminator Loss: 0.9904... Generator Loss: 1.0515
Epoch 7/30... Discriminator Loss: 1.2711... Generator Loss: 1.0932
Epoch 7/30... Discriminator Loss: 1.0845... Generator Loss: 0.7771
Epoch 7/30... Discriminator Loss: 1.2099... Generator Loss: 0.8275
Epoch 7/30... Discriminator Loss: 1.1749... Generator Loss: 0.8651
Epoch 7/30... Discriminator Loss: 1.1261... Generator Loss: 0.9835
Epoch 7/30... Discriminator Loss: 1.2610... Generator Loss: 0.9738
Epoch 7/30... Discriminator Loss: 1.0596... Generator Loss: 0.8208
Epoch 7/30... Discriminator Loss: 1.2168... Generator Loss: 0.6684
Epoch 7/30... Discriminator Loss: 1.8175... Generator Loss: 0.4434
Epoch 7/30... Discriminator Loss: 1.1712... Generator Loss: 0.8210
Epoch 7/30... Discriminator Loss: 1.0227... Generator Loss: 0.9288
Epoch 7/30... Discriminator Loss: 1.0494... Generator Loss: 0.9434
Epoch 7/30... Discriminator Loss: 0.8952... Generator Loss: 1.1042
Epoch 7/30... Discriminator Loss: 1.1699... Generator Loss: 0.5392
Epoch 7/30... Discriminator Loss: 1.7907... Generator Loss: 0.2564
Epoch 7/30... Discriminator Loss: 1.2147... Generator Loss: 0.8399
Epoch 7/30... Discriminator Loss: 1.1075... Generator Loss: 1.3444
Epoch 7/30... Discriminator Loss: 1.3294... Generator Loss: 0.4573
Epoch 7/30... Discriminator Loss: 1.2430... Generator Loss: 0.5314
Epoch 7/30... Discriminator Loss: 1.3400... Generator Loss: 0.4465
Epoch 7/30... Discriminator Loss: 1.3633... Generator Loss: 0.5022
Epoch 7/30... Discriminator Loss: 0.4466... Generator Loss: 2.0040
Epoch 7/30... Discriminator Loss: 1.1395... Generator Loss: 0.5887
Epoch 7/30... Discriminator Loss: 0.7524... Generator Loss: 1.2715
Epoch 7/30... Discriminator Loss: 0.9791... Generator Loss: 2.5583
Epoch 7/30... Discriminator Loss: 0.7069... Generator Loss: 1.5419
Epoch 7/30... Discriminator Loss: 1.5071... Generator Loss: 3.4519
Epoch 7/30... Discriminator Loss: 1.6755... Generator Loss: 0.6611
Epoch 7/30... Discriminator Loss: 0.9890... Generator Loss: 1.1131
Epoch 7/30... Discriminator Loss: 1.0555... Generator Loss: 0.7317
Epoch 7/30... Discriminator Loss: 1.6295... Generator Loss: 1.3726
Epoch 7/30... Discriminator Loss: 1.1511... Generator Loss: 0.7356
Epoch 7/30... Discriminator Loss: 1.1262... Generator Loss: 1.4345
Epoch 7/30... Discriminator Loss: 1.2951... Generator Loss: 1.1147
Epoch 7/30... Discriminator Loss: 1.1053... Generator Loss: 1.1418
Epoch 7/30... Discriminator Loss: 1.1472... Generator Loss: 0.7629
Epoch 7/30... Discriminator Loss: 1.5273... Generator Loss: 0.3757
Epoch 7/30... Discriminator Loss: 1.1201... Generator Loss: 0.8668
Epoch 7/30... Discriminator Loss: 1.1591... Generator Loss: 1.1302
Epoch 7/30... Discriminator Loss: 1.2602... Generator Loss: 1.1165
Epoch 7/30... Discriminator Loss: 1.0817... Generator Loss: 0.9249
Epoch 7/30... Discriminator Loss: 0.7284... Generator Loss: 1.3627
Epoch 7/30... Discriminator Loss: 1.1460... Generator Loss: 0.6053
Epoch 7/30... Discriminator Loss: 1.1670... Generator Loss: 0.6364
Epoch 7/30... Discriminator Loss: 1.1565... Generator Loss: 0.7764
Epoch 7/30... Discriminator Loss: 0.7607... Generator Loss: 1.0981
Epoch 7/30... Discriminator Loss: 1.0018... Generator Loss: 0.9759
Epoch 7/30... Discriminator Loss: 0.9633... Generator Loss: 0.9861
Epoch 7/30... Discriminator Loss: 1.3990... Generator Loss: 0.3915
Epoch 7/30... Discriminator Loss: 0.8708... Generator Loss: 1.1736
Epoch 7/30... Discriminator Loss: 0.6558... Generator Loss: 1.1972
Epoch 7/30... Discriminator Loss: 1.3128... Generator Loss: 0.4598
Epoch 7/30... Discriminator Loss: 1.1536... Generator Loss: 1.7734
Epoch 7/30... Discriminator Loss: 1.0708... Generator Loss: 1.2529
Epoch 7/30... Discriminator Loss: 1.1074... Generator Loss: 1.1165
Epoch 7/30... Discriminator Loss: 1.2265... Generator Loss: 0.7179
Epoch 7/30... Discriminator Loss: 1.2637... Generator Loss: 0.6269
Epoch 7/30... Discriminator Loss: 0.9968... Generator Loss: 1.3882
Epoch 7/30... Discriminator Loss: 0.7398... Generator Loss: 2.1101
Epoch 7/30... Discriminator Loss: 1.0019... Generator Loss: 1.4063
Epoch 7/30... Discriminator Loss: 0.9743... Generator Loss: 1.2842
Epoch 7/30... Discriminator Loss: 1.2724... Generator Loss: 1.2494
Epoch 7/30... Discriminator Loss: 1.1586... Generator Loss: 0.5950
Epoch 7/30... Discriminator Loss: 1.1319... Generator Loss: 1.0933
Epoch 7/30... Discriminator Loss: 0.6899... Generator Loss: 1.2967
Epoch 7/30... Discriminator Loss: 1.0021... Generator Loss: 1.1782
Epoch 7/30... Discriminator Loss: 0.9114... Generator Loss: 1.5633
Epoch 7/30... Discriminator Loss: 1.4122... Generator Loss: 0.4580
Epoch 7/30... Discriminator Loss: 0.9707... Generator Loss: 1.0021
Epoch 7/30... Discriminator Loss: 0.9385... Generator Loss: 3.1912
Epoch 7/30... Discriminator Loss: 1.1275... Generator Loss: 1.8015
Epoch 7/30... Discriminator Loss: 1.1819... Generator Loss: 0.5340
Epoch 7/30... Discriminator Loss: 0.5782... Generator Loss: 1.4506
epoch_i 7
Epoch 8/30... Discriminator Loss: 1.3507... Generator Loss: 1.6515
Epoch 8/30... Discriminator Loss: 0.6533... Generator Loss: 1.5726
Epoch 8/30... Discriminator Loss: 0.4019... Generator Loss: 3.8301
Epoch 8/30... Discriminator Loss: 2.0795... Generator Loss: 0.2943
Epoch 8/30... Discriminator Loss: 0.9118... Generator Loss: 0.9429
Epoch 8/30... Discriminator Loss: 0.7019... Generator Loss: 1.8508
Epoch 8/30... Discriminator Loss: 0.6503... Generator Loss: 1.7578
Epoch 8/30... Discriminator Loss: 1.3081... Generator Loss: 0.4829
Epoch 8/30... Discriminator Loss: 0.6776... Generator Loss: 1.3735
Epoch 8/30... Discriminator Loss: 0.7105... Generator Loss: 1.2797
Epoch 8/30... Discriminator Loss: 0.6961... Generator Loss: 2.8465
Epoch 8/30... Discriminator Loss: 2.0698... Generator Loss: 0.2179
Epoch 8/30... Discriminator Loss: 0.8450... Generator Loss: 2.6059
Epoch 8/30... Discriminator Loss: 0.8304... Generator Loss: 0.8604
Epoch 8/30... Discriminator Loss: 0.7300... Generator Loss: 1.4508
Epoch 8/30... Discriminator Loss: 0.8463... Generator Loss: 1.1774
Epoch 8/30... Discriminator Loss: 0.7657... Generator Loss: 1.5713
Epoch 8/30... Discriminator Loss: 1.2130... Generator Loss: 0.6894
Epoch 8/30... Discriminator Loss: 0.8514... Generator Loss: 0.9566
Epoch 8/30... Discriminator Loss: 0.6870... Generator Loss: 1.7739
Epoch 8/30... Discriminator Loss: 0.7105... Generator Loss: 1.9812
Epoch 8/30... Discriminator Loss: 1.7100... Generator Loss: 1.1760
Epoch 8/30... Discriminator Loss: 1.2695... Generator Loss: 0.9684
Epoch 8/30... Discriminator Loss: 1.0417... Generator Loss: 0.9624
Epoch 8/30... Discriminator Loss: 1.0556... Generator Loss: 0.7426
Epoch 8/30... Discriminator Loss: 1.3012... Generator Loss: 0.5952
Epoch 8/30... Discriminator Loss: 1.2151... Generator Loss: 1.0739
Epoch 8/30... Discriminator Loss: 1.4140... Generator Loss: 0.7344
Epoch 8/30... Discriminator Loss: 1.1350... Generator Loss: 0.9329
Epoch 8/30... Discriminator Loss: 1.0845... Generator Loss: 0.8072
Epoch 8/30... Discriminator Loss: 1.1648... Generator Loss: 1.0792
Epoch 8/30... Discriminator Loss: 1.0569... Generator Loss: 0.9805
Epoch 8/30... Discriminator Loss: 1.0048... Generator Loss: 0.7747
Epoch 8/30... Discriminator Loss: 1.4136... Generator Loss: 1.2227
Epoch 8/30... Discriminator Loss: 1.3356... Generator Loss: 0.5106
Epoch 8/30... Discriminator Loss: 1.2320... Generator Loss: 0.6542
Epoch 8/30... Discriminator Loss: 1.2632... Generator Loss: 0.7664
Epoch 8/30... Discriminator Loss: 0.9584... Generator Loss: 0.9954
Epoch 8/30... Discriminator Loss: 1.2320... Generator Loss: 1.0170
Epoch 8/30... Discriminator Loss: 1.0908... Generator Loss: 0.9629
Epoch 8/30... Discriminator Loss: 1.1385... Generator Loss: 0.8046
Epoch 8/30... Discriminator Loss: 1.4536... Generator Loss: 0.4583
Epoch 8/30... Discriminator Loss: 1.2350... Generator Loss: 0.7872
Epoch 8/30... Discriminator Loss: 1.0626... Generator Loss: 1.0101
Epoch 8/30... Discriminator Loss: 1.1751... Generator Loss: 1.0565
Epoch 8/30... Discriminator Loss: 1.2466... Generator Loss: 0.5220
Epoch 8/30... Discriminator Loss: 1.6091... Generator Loss: 0.3477
Epoch 8/30... Discriminator Loss: 1.0723... Generator Loss: 0.9948
Epoch 8/30... Discriminator Loss: 1.4365... Generator Loss: 1.0704
Epoch 8/30... Discriminator Loss: 1.2351... Generator Loss: 0.9623
Epoch 8/30... Discriminator Loss: 1.1575... Generator Loss: 0.7169
Epoch 8/30... Discriminator Loss: 1.2504... Generator Loss: 0.5102
Epoch 8/30... Discriminator Loss: 1.2795... Generator Loss: 0.7160
Epoch 8/30... Discriminator Loss: 1.1659... Generator Loss: 1.0208
Epoch 8/30... Discriminator Loss: 1.1139... Generator Loss: 0.7632
Epoch 8/30... Discriminator Loss: 1.2957... Generator Loss: 0.6894
Epoch 8/30... Discriminator Loss: 1.3955... Generator Loss: 0.6186
Epoch 8/30... Discriminator Loss: 1.3813... Generator Loss: 0.4604
Epoch 8/30... Discriminator Loss: 1.7459... Generator Loss: 0.5681
Epoch 8/30... Discriminator Loss: 1.2495... Generator Loss: 1.4108
Epoch 8/30... Discriminator Loss: 1.1510... Generator Loss: 0.6636
Epoch 8/30... Discriminator Loss: 1.1680... Generator Loss: 1.0561
Epoch 8/30... Discriminator Loss: 1.4812... Generator Loss: 0.6396
Epoch 8/30... Discriminator Loss: 1.2645... Generator Loss: 0.6514
Epoch 8/30... Discriminator Loss: 1.3075... Generator Loss: 1.1053
Epoch 8/30... Discriminator Loss: 1.3764... Generator Loss: 1.3149
Epoch 8/30... Discriminator Loss: 1.0856... Generator Loss: 0.7887
Epoch 8/30... Discriminator Loss: 1.2112... Generator Loss: 0.8479
Epoch 8/30... Discriminator Loss: 1.2806... Generator Loss: 1.3335
Epoch 8/30... Discriminator Loss: 1.3455... Generator Loss: 0.6690
Epoch 8/30... Discriminator Loss: 1.1361... Generator Loss: 0.6189
Epoch 8/30... Discriminator Loss: 0.9882... Generator Loss: 0.9355
Epoch 8/30... Discriminator Loss: 1.5508... Generator Loss: 1.1402
Epoch 8/30... Discriminator Loss: 1.7184... Generator Loss: 0.6281
Epoch 8/30... Discriminator Loss: 1.2336... Generator Loss: 0.7985
Epoch 8/30... Discriminator Loss: 1.2321... Generator Loss: 0.8031
Epoch 8/30... Discriminator Loss: 1.2800... Generator Loss: 0.8109
Epoch 8/30... Discriminator Loss: 1.0828... Generator Loss: 1.0766
Epoch 8/30... Discriminator Loss: 1.4258... Generator Loss: 0.8015
Epoch 8/30... Discriminator Loss: 1.4399... Generator Loss: 0.7685
Epoch 8/30... Discriminator Loss: 1.3853... Generator Loss: 0.9338
Epoch 8/30... Discriminator Loss: 1.0001... Generator Loss: 0.9289
Epoch 8/30... Discriminator Loss: 1.3852... Generator Loss: 0.4946
Epoch 8/30... Discriminator Loss: 1.4639... Generator Loss: 1.0415
Epoch 8/30... Discriminator Loss: 1.2750... Generator Loss: 0.5221
Epoch 8/30... Discriminator Loss: 1.2702... Generator Loss: 0.5781
Epoch 8/30... Discriminator Loss: 1.0901... Generator Loss: 0.9453
Epoch 8/30... Discriminator Loss: 1.2589... Generator Loss: 1.0247
Epoch 8/30... Discriminator Loss: 1.1084... Generator Loss: 0.8959
Epoch 8/30... Discriminator Loss: 1.0123... Generator Loss: 1.3332
Epoch 8/30... Discriminator Loss: 1.3117... Generator Loss: 0.9892
Epoch 8/30... Discriminator Loss: 1.2659... Generator Loss: 0.6016
Epoch 8/30... Discriminator Loss: 1.1891... Generator Loss: 0.7959
Epoch 8/30... Discriminator Loss: 1.1823... Generator Loss: 0.6602
Epoch 8/30... Discriminator Loss: 1.0480... Generator Loss: 0.8957
Epoch 8/30... Discriminator Loss: 1.0423... Generator Loss: 1.4294
Epoch 8/30... Discriminator Loss: 1.4430... Generator Loss: 0.4683
Epoch 8/30... Discriminator Loss: 1.4319... Generator Loss: 0.6159
Epoch 8/30... Discriminator Loss: 1.0356... Generator Loss: 1.0318
Epoch 8/30... Discriminator Loss: 1.3568... Generator Loss: 0.6250
Epoch 8/30... Discriminator Loss: 1.2345... Generator Loss: 0.5093
Epoch 8/30... Discriminator Loss: 1.2579... Generator Loss: 0.6427
Epoch 8/30... Discriminator Loss: 1.1795... Generator Loss: 0.7184
Epoch 8/30... Discriminator Loss: 1.3414... Generator Loss: 0.5956
Epoch 8/30... Discriminator Loss: 1.4543... Generator Loss: 0.7901
Epoch 8/30... Discriminator Loss: 1.4544... Generator Loss: 0.4504
Epoch 8/30... Discriminator Loss: 1.5104... Generator Loss: 0.6530
Epoch 8/30... Discriminator Loss: 1.4460... Generator Loss: 1.2327
Epoch 8/30... Discriminator Loss: 1.3778... Generator Loss: 0.7820
Epoch 8/30... Discriminator Loss: 1.4692... Generator Loss: 0.6972
Epoch 8/30... Discriminator Loss: 1.1486... Generator Loss: 1.2264
Epoch 8/30... Discriminator Loss: 1.1683... Generator Loss: 1.5525
Epoch 8/30... Discriminator Loss: 1.0421... Generator Loss: 1.3695
Epoch 8/30... Discriminator Loss: 0.9011... Generator Loss: 1.1097
Epoch 8/30... Discriminator Loss: 1.1573... Generator Loss: 0.9686
Epoch 8/30... Discriminator Loss: 1.3100... Generator Loss: 1.4171
Epoch 8/30... Discriminator Loss: 1.2858... Generator Loss: 0.5150
Epoch 8/30... Discriminator Loss: 1.3306... Generator Loss: 0.5518
Epoch 8/30... Discriminator Loss: 1.2181... Generator Loss: 1.4149
Epoch 8/30... Discriminator Loss: 1.2063... Generator Loss: 0.8082
Epoch 8/30... Discriminator Loss: 1.0872... Generator Loss: 1.1178
Epoch 8/30... Discriminator Loss: 1.3578... Generator Loss: 1.0903
Epoch 8/30... Discriminator Loss: 1.4203... Generator Loss: 1.1049
Epoch 8/30... Discriminator Loss: 1.1812... Generator Loss: 1.7026
Epoch 8/30... Discriminator Loss: 1.3445... Generator Loss: 0.9317
Epoch 8/30... Discriminator Loss: 1.3491... Generator Loss: 0.6673
Epoch 8/30... Discriminator Loss: 1.1596... Generator Loss: 0.6960
Epoch 8/30... Discriminator Loss: 1.5680... Generator Loss: 0.4402
Epoch 8/30... Discriminator Loss: 1.3292... Generator Loss: 1.3236
Epoch 8/30... Discriminator Loss: 1.6638... Generator Loss: 0.5151
Epoch 8/30... Discriminator Loss: 1.2982... Generator Loss: 0.7576
Epoch 8/30... Discriminator Loss: 1.2148... Generator Loss: 0.9142
Epoch 8/30... Discriminator Loss: 1.2346... Generator Loss: 0.7022
Epoch 8/30... Discriminator Loss: 0.9174... Generator Loss: 0.9972
Epoch 8/30... Discriminator Loss: 1.2531... Generator Loss: 0.5626
Epoch 8/30... Discriminator Loss: 1.4560... Generator Loss: 0.4089
Epoch 8/30... Discriminator Loss: 1.3614... Generator Loss: 0.6273
Epoch 8/30... Discriminator Loss: 1.4555... Generator Loss: 0.4124
Epoch 8/30... Discriminator Loss: 1.0971... Generator Loss: 0.9732
Epoch 8/30... Discriminator Loss: 1.0643... Generator Loss: 0.8855
Epoch 8/30... Discriminator Loss: 1.3318... Generator Loss: 0.9002
Epoch 8/30... Discriminator Loss: 1.2684... Generator Loss: 0.9665
Epoch 8/30... Discriminator Loss: 1.2199... Generator Loss: 0.8483
Epoch 8/30... Discriminator Loss: 0.9274... Generator Loss: 0.7862
Epoch 8/30... Discriminator Loss: 1.0842... Generator Loss: 0.8744
Epoch 8/30... Discriminator Loss: 1.3084... Generator Loss: 0.4993
Epoch 8/30... Discriminator Loss: 1.3727... Generator Loss: 1.0010
Epoch 8/30... Discriminator Loss: 1.6223... Generator Loss: 0.3267
Epoch 8/30... Discriminator Loss: 1.4392... Generator Loss: 0.8857
Epoch 8/30... Discriminator Loss: 1.3818... Generator Loss: 0.4517
Epoch 8/30... Discriminator Loss: 0.8566... Generator Loss: 1.1380
Epoch 8/30... Discriminator Loss: 1.1769... Generator Loss: 0.7561
Epoch 8/30... Discriminator Loss: 1.6876... Generator Loss: 0.2908
Epoch 8/30... Discriminator Loss: 1.2016... Generator Loss: 0.8387
Epoch 8/30... Discriminator Loss: 1.0166... Generator Loss: 1.0998
Epoch 8/30... Discriminator Loss: 1.2512... Generator Loss: 0.6076
Epoch 8/30... Discriminator Loss: 1.1369... Generator Loss: 0.7775
Epoch 8/30... Discriminator Loss: 1.1635... Generator Loss: 1.0073
epoch_i 8
Epoch 9/30... Discriminator Loss: 1.1888... Generator Loss: 0.6327
Epoch 9/30... Discriminator Loss: 1.3624... Generator Loss: 1.1513
Epoch 9/30... Discriminator Loss: 1.3749... Generator Loss: 0.6066
Epoch 9/30... Discriminator Loss: 1.2996... Generator Loss: 0.7651
Epoch 9/30... Discriminator Loss: 1.2777... Generator Loss: 0.6134
Epoch 9/30... Discriminator Loss: 0.9631... Generator Loss: 0.8050
Epoch 9/30... Discriminator Loss: 1.6083... Generator Loss: 0.3470
Epoch 9/30... Discriminator Loss: 1.6002... Generator Loss: 0.7045
Epoch 9/30... Discriminator Loss: 1.2691... Generator Loss: 0.7395
Epoch 9/30... Discriminator Loss: 1.3978... Generator Loss: 0.5187
Epoch 9/30... Discriminator Loss: 1.4362... Generator Loss: 0.4293
Epoch 9/30... Discriminator Loss: 1.0980... Generator Loss: 0.8007
Epoch 9/30... Discriminator Loss: 1.1327... Generator Loss: 1.2995
Epoch 9/30... Discriminator Loss: 1.3041... Generator Loss: 0.5040
Epoch 9/30... Discriminator Loss: 1.0168... Generator Loss: 1.2451
Epoch 9/30... Discriminator Loss: 1.1556... Generator Loss: 0.8580
Epoch 9/30... Discriminator Loss: 1.3322... Generator Loss: 0.4607
Epoch 9/30... Discriminator Loss: 1.3039... Generator Loss: 0.6108
Epoch 9/30... Discriminator Loss: 1.2714... Generator Loss: 1.5799
Epoch 9/30... Discriminator Loss: 1.1069... Generator Loss: 0.7047
Epoch 9/30... Discriminator Loss: 1.3225... Generator Loss: 0.5308
Epoch 9/30... Discriminator Loss: 1.4367... Generator Loss: 0.3891
Epoch 9/30... Discriminator Loss: 1.3675... Generator Loss: 0.4804
Epoch 9/30... Discriminator Loss: 1.3993... Generator Loss: 0.6797
Epoch 9/30... Discriminator Loss: 1.1445... Generator Loss: 1.1148
Epoch 9/30... Discriminator Loss: 0.9203... Generator Loss: 1.4456
Epoch 9/30... Discriminator Loss: 1.4518... Generator Loss: 0.4096
Epoch 9/30... Discriminator Loss: 1.1467... Generator Loss: 1.0705
Epoch 9/30... Discriminator Loss: 1.2610... Generator Loss: 0.5721
Epoch 9/30... Discriminator Loss: 1.1910... Generator Loss: 0.7372
Epoch 9/30... Discriminator Loss: 1.3868... Generator Loss: 0.3987
Epoch 9/30... Discriminator Loss: 2.6233... Generator Loss: 1.4534
Epoch 9/30... Discriminator Loss: 1.4031... Generator Loss: 0.5863
Epoch 9/30... Discriminator Loss: 1.3151... Generator Loss: 0.5783
Epoch 9/30... Discriminator Loss: 1.1994... Generator Loss: 0.9578
Epoch 9/30... Discriminator Loss: 1.2987... Generator Loss: 0.6114
Epoch 9/30... Discriminator Loss: 1.1969... Generator Loss: 0.7510
Epoch 9/30... Discriminator Loss: 1.2850... Generator Loss: 0.9043
Epoch 9/30... Discriminator Loss: 1.6129... Generator Loss: 0.3803
Epoch 9/30... Discriminator Loss: 1.1847... Generator Loss: 0.9684
Epoch 9/30... Discriminator Loss: 1.1390... Generator Loss: 0.8989
Epoch 9/30... Discriminator Loss: 1.2151... Generator Loss: 0.6803
Epoch 9/30... Discriminator Loss: 1.2053... Generator Loss: 0.7959
Epoch 9/30... Discriminator Loss: 1.1233... Generator Loss: 0.8262
Epoch 9/30... Discriminator Loss: 1.2958... Generator Loss: 0.6858
Epoch 9/30... Discriminator Loss: 1.3149... Generator Loss: 0.7841
Epoch 9/30... Discriminator Loss: 1.1817... Generator Loss: 0.8455
Epoch 9/30... Discriminator Loss: 1.3382... Generator Loss: 0.6045
Epoch 9/30... Discriminator Loss: 1.2498... Generator Loss: 0.7796
Epoch 9/30... Discriminator Loss: 0.9575... Generator Loss: 0.8898
Epoch 9/30... Discriminator Loss: 1.1437... Generator Loss: 1.2825
Epoch 9/30... Discriminator Loss: 1.1830... Generator Loss: 0.6454
Epoch 9/30... Discriminator Loss: 1.2611... Generator Loss: 0.8750
Epoch 9/30... Discriminator Loss: 1.1683... Generator Loss: 0.7726
Epoch 9/30... Discriminator Loss: 1.1331... Generator Loss: 0.7274
Epoch 9/30... Discriminator Loss: 1.4761... Generator Loss: 1.0137
Epoch 9/30... Discriminator Loss: 1.8138... Generator Loss: 1.9941
Epoch 9/30... Discriminator Loss: 1.2473... Generator Loss: 0.9005
Epoch 9/30... Discriminator Loss: 1.2034... Generator Loss: 0.8912
Epoch 9/30... Discriminator Loss: 1.3418... Generator Loss: 0.6019
Epoch 9/30... Discriminator Loss: 1.2605... Generator Loss: 0.7312
Epoch 9/30... Discriminator Loss: 1.0661... Generator Loss: 0.7644
Epoch 9/30... Discriminator Loss: 1.0952... Generator Loss: 0.8715
Epoch 9/30... Discriminator Loss: 1.1474... Generator Loss: 0.7309
Epoch 9/30... Discriminator Loss: 1.1409... Generator Loss: 0.6290
Epoch 9/30... Discriminator Loss: 1.2258... Generator Loss: 0.9783
Epoch 9/30... Discriminator Loss: 1.1587... Generator Loss: 1.0545
Epoch 9/30... Discriminator Loss: 1.2569... Generator Loss: 0.5456
Epoch 9/30... Discriminator Loss: 1.0891... Generator Loss: 1.1111
Epoch 9/30... Discriminator Loss: 1.2389... Generator Loss: 0.7480
Epoch 9/30... Discriminator Loss: 1.2638... Generator Loss: 0.7445
Epoch 9/30... Discriminator Loss: 1.2472... Generator Loss: 0.6891
Epoch 9/30... Discriminator Loss: 1.4263... Generator Loss: 1.6374
Epoch 9/30... Discriminator Loss: 1.3658... Generator Loss: 0.7178
Epoch 9/30... Discriminator Loss: 1.2805... Generator Loss: 0.7123
Epoch 9/30... Discriminator Loss: 1.2119... Generator Loss: 0.8361
Epoch 9/30... Discriminator Loss: 1.3802... Generator Loss: 0.5115
Epoch 9/30... Discriminator Loss: 1.0436... Generator Loss: 1.0864
Epoch 9/30... Discriminator Loss: 1.8279... Generator Loss: 0.3038
Epoch 9/30... Discriminator Loss: 0.9558... Generator Loss: 1.4710
Epoch 9/30... Discriminator Loss: 1.3590... Generator Loss: 0.9081
Epoch 9/30... Discriminator Loss: 1.2132... Generator Loss: 0.8160
Epoch 9/30... Discriminator Loss: 2.0139... Generator Loss: 0.2286
Epoch 9/30... Discriminator Loss: 1.1001... Generator Loss: 1.1756
Epoch 9/30... Discriminator Loss: 1.4333... Generator Loss: 0.6380
Epoch 9/30... Discriminator Loss: 1.7214... Generator Loss: 0.4063
Epoch 9/30... Discriminator Loss: 1.0153... Generator Loss: 0.8118
Epoch 9/30... Discriminator Loss: 1.2469... Generator Loss: 0.9652
Epoch 9/30... Discriminator Loss: 1.2257... Generator Loss: 0.7440
Epoch 9/30... Discriminator Loss: 1.2872... Generator Loss: 0.6323
Epoch 9/30... Discriminator Loss: 1.3888... Generator Loss: 0.7966
Epoch 9/30... Discriminator Loss: 0.8275... Generator Loss: 1.3331
Epoch 9/30... Discriminator Loss: 1.4785... Generator Loss: 1.5896
Epoch 9/30... Discriminator Loss: 0.8979... Generator Loss: 0.9481
Epoch 9/30... Discriminator Loss: 1.3278... Generator Loss: 0.7005
Epoch 9/30... Discriminator Loss: 1.3248... Generator Loss: 0.9560
Epoch 9/30... Discriminator Loss: 1.8315... Generator Loss: 0.4045
Epoch 9/30... Discriminator Loss: 1.1547... Generator Loss: 0.6705
Epoch 9/30... Discriminator Loss: 1.5394... Generator Loss: 0.3792
Epoch 9/30... Discriminator Loss: 1.6137... Generator Loss: 0.4144
Epoch 9/30... Discriminator Loss: 1.8946... Generator Loss: 0.8532
Epoch 9/30... Discriminator Loss: 2.7143... Generator Loss: 0.3154
Epoch 9/30... Discriminator Loss: 1.2530... Generator Loss: 0.8202
Epoch 9/30... Discriminator Loss: 1.4093... Generator Loss: 0.6657
Epoch 9/30... Discriminator Loss: 1.0968... Generator Loss: 0.8581
Epoch 9/30... Discriminator Loss: 1.3990... Generator Loss: 0.5378
Epoch 9/30... Discriminator Loss: 1.3514... Generator Loss: 0.4506
Epoch 9/30... Discriminator Loss: 1.5853... Generator Loss: 0.6082
Epoch 9/30... Discriminator Loss: 1.2328... Generator Loss: 1.0746
Epoch 9/30... Discriminator Loss: 1.2543... Generator Loss: 0.8620
Epoch 9/30... Discriminator Loss: 1.2619... Generator Loss: 0.7699
Epoch 9/30... Discriminator Loss: 1.1065... Generator Loss: 1.1265
Epoch 9/30... Discriminator Loss: 1.2547... Generator Loss: 0.8910
Epoch 9/30... Discriminator Loss: 1.1927... Generator Loss: 0.7270
Epoch 9/30... Discriminator Loss: 1.6963... Generator Loss: 0.3473
Epoch 9/30... Discriminator Loss: 1.1672... Generator Loss: 0.6965
Epoch 9/30... Discriminator Loss: 1.2280... Generator Loss: 0.7381
Epoch 9/30... Discriminator Loss: 1.2666... Generator Loss: 0.6325
Epoch 9/30... Discriminator Loss: 1.3589... Generator Loss: 0.6666
Epoch 9/30... Discriminator Loss: 1.3586... Generator Loss: 0.7359
Epoch 9/30... Discriminator Loss: 1.5339... Generator Loss: 0.6234
Epoch 9/30... Discriminator Loss: 1.3802... Generator Loss: 0.4913
Epoch 9/30... Discriminator Loss: 1.1608... Generator Loss: 1.1102
Epoch 9/30... Discriminator Loss: 1.2974... Generator Loss: 0.5678
Epoch 9/30... Discriminator Loss: 1.2019... Generator Loss: 0.6287
Epoch 9/30... Discriminator Loss: 1.1873... Generator Loss: 0.7075
Epoch 9/30... Discriminator Loss: 1.3299... Generator Loss: 0.5968
Epoch 9/30... Discriminator Loss: 1.3620... Generator Loss: 0.6555
Epoch 9/30... Discriminator Loss: 1.3456... Generator Loss: 0.7342
Epoch 9/30... Discriminator Loss: 1.1345... Generator Loss: 1.0384
Epoch 9/30... Discriminator Loss: 1.2384... Generator Loss: 0.6829
Epoch 9/30... Discriminator Loss: 1.1483... Generator Loss: 0.5850
Epoch 9/30... Discriminator Loss: 1.2704... Generator Loss: 0.6785
Epoch 9/30... Discriminator Loss: 1.3590... Generator Loss: 0.5641
Epoch 9/30... Discriminator Loss: 1.3240... Generator Loss: 0.5037
Epoch 9/30... Discriminator Loss: 1.3211... Generator Loss: 0.8155
Epoch 9/30... Discriminator Loss: 1.6406... Generator Loss: 0.4395
Epoch 9/30... Discriminator Loss: 1.1269... Generator Loss: 1.2673
Epoch 9/30... Discriminator Loss: 1.4597... Generator Loss: 0.6802
Epoch 9/30... Discriminator Loss: 1.4470... Generator Loss: 0.5809
Epoch 9/30... Discriminator Loss: 1.2618... Generator Loss: 0.8837
Epoch 9/30... Discriminator Loss: 1.1687... Generator Loss: 0.7626
Epoch 9/30... Discriminator Loss: 1.1093... Generator Loss: 0.7992
Epoch 9/30... Discriminator Loss: 1.3791... Generator Loss: 0.5492
Epoch 9/30... Discriminator Loss: 1.4786... Generator Loss: 0.4556
Epoch 9/30... Discriminator Loss: 1.4150... Generator Loss: 0.4172
Epoch 9/30... Discriminator Loss: 1.4628... Generator Loss: 0.8271
Epoch 9/30... Discriminator Loss: 1.1434... Generator Loss: 0.6417
Epoch 9/30... Discriminator Loss: 1.2406... Generator Loss: 0.5161
Epoch 9/30... Discriminator Loss: 1.0558... Generator Loss: 0.7474
Epoch 9/30... Discriminator Loss: 1.6079... Generator Loss: 1.4079
Epoch 9/30... Discriminator Loss: 1.3981... Generator Loss: 0.5407
Epoch 9/30... Discriminator Loss: 1.2312... Generator Loss: 0.5905
Epoch 9/30... Discriminator Loss: 1.4678... Generator Loss: 0.7277
Epoch 9/30... Discriminator Loss: 1.2321... Generator Loss: 0.6132
Epoch 9/30... Discriminator Loss: 1.2688... Generator Loss: 0.8485
Epoch 9/30... Discriminator Loss: 1.2855... Generator Loss: 0.6225
Epoch 9/30... Discriminator Loss: 1.3881... Generator Loss: 0.4661
epoch_i 9
Epoch 10/30... Discriminator Loss: 1.0012... Generator Loss: 1.1184
Epoch 10/30... Discriminator Loss: 1.3017... Generator Loss: 0.5696
Epoch 10/30... Discriminator Loss: 1.2594... Generator Loss: 0.8036
Epoch 10/30... Discriminator Loss: 1.0994... Generator Loss: 0.7519
Epoch 10/30... Discriminator Loss: 1.3170... Generator Loss: 0.9613
Epoch 10/30... Discriminator Loss: 1.3285... Generator Loss: 0.6854
Epoch 10/30... Discriminator Loss: 1.3277... Generator Loss: 0.8087
Epoch 10/30... Discriminator Loss: 1.1244... Generator Loss: 0.8297
Epoch 10/30... Discriminator Loss: 1.1442... Generator Loss: 0.9916
Epoch 10/30... Discriminator Loss: 1.2389... Generator Loss: 0.6747
Epoch 10/30... Discriminator Loss: 1.1935... Generator Loss: 0.6308
Epoch 10/30... Discriminator Loss: 1.2721... Generator Loss: 0.7364
Epoch 10/30... Discriminator Loss: 1.3430... Generator Loss: 0.4114
Epoch 10/30... Discriminator Loss: 1.1558... Generator Loss: 0.7766
Epoch 10/30... Discriminator Loss: 1.2680... Generator Loss: 0.6614
Epoch 10/30... Discriminator Loss: 1.3888... Generator Loss: 0.5792
Epoch 10/30... Discriminator Loss: 1.0645... Generator Loss: 0.7797
Epoch 10/30... Discriminator Loss: 1.3542... Generator Loss: 0.7197
Epoch 10/30... Discriminator Loss: 1.2119... Generator Loss: 1.0216
Epoch 10/30... Discriminator Loss: 1.3097... Generator Loss: 0.7460
Epoch 10/30... Discriminator Loss: 1.3484... Generator Loss: 0.5988
Epoch 10/30... Discriminator Loss: 1.5834... Generator Loss: 1.5178
Epoch 10/30... Discriminator Loss: 1.2473... Generator Loss: 0.9299
Epoch 10/30... Discriminator Loss: 1.2696... Generator Loss: 0.7143
Epoch 10/30... Discriminator Loss: 1.3355... Generator Loss: 1.1259
Epoch 10/30... Discriminator Loss: 1.2137... Generator Loss: 0.9590
Epoch 10/30... Discriminator Loss: 1.4549... Generator Loss: 0.4207
Epoch 10/30... Discriminator Loss: 1.2623... Generator Loss: 0.5803
Epoch 10/30... Discriminator Loss: 2.0634... Generator Loss: 2.3540
Epoch 10/30... Discriminator Loss: 1.4153... Generator Loss: 0.5482
Epoch 10/30... Discriminator Loss: 1.2654... Generator Loss: 1.0055
Epoch 10/30... Discriminator Loss: 1.2859... Generator Loss: 0.5631
Epoch 10/30... Discriminator Loss: 1.3076... Generator Loss: 0.6231
Epoch 10/30... Discriminator Loss: 1.5541... Generator Loss: 0.4235
Epoch 10/30... Discriminator Loss: 1.2024... Generator Loss: 0.7188
Epoch 10/30... Discriminator Loss: 1.0421... Generator Loss: 0.8739
Epoch 10/30... Discriminator Loss: 1.3484... Generator Loss: 0.5578
Epoch 10/30... Discriminator Loss: 1.1121... Generator Loss: 1.2515
Epoch 10/30... Discriminator Loss: 1.2677... Generator Loss: 0.6144
Epoch 10/30... Discriminator Loss: 1.3482... Generator Loss: 0.4931
Epoch 10/30... Discriminator Loss: 1.3146... Generator Loss: 0.5915
Epoch 10/30... Discriminator Loss: 1.3894... Generator Loss: 0.9983
Epoch 10/30... Discriminator Loss: 1.4060... Generator Loss: 0.4844
Epoch 10/30... Discriminator Loss: 0.9043... Generator Loss: 1.4365
Epoch 10/30... Discriminator Loss: 1.2139... Generator Loss: 0.7815
Epoch 10/30... Discriminator Loss: 1.3620... Generator Loss: 0.7614
Epoch 10/30... Discriminator Loss: 1.3142... Generator Loss: 0.8637
Epoch 10/30... Discriminator Loss: 1.2221... Generator Loss: 0.7643
Epoch 10/30... Discriminator Loss: 1.2993... Generator Loss: 0.5511
Epoch 10/30... Discriminator Loss: 1.1567... Generator Loss: 0.5246
Epoch 10/30... Discriminator Loss: 1.5913... Generator Loss: 0.3067
Epoch 10/30... Discriminator Loss: 1.1583... Generator Loss: 0.5597
Epoch 10/30... Discriminator Loss: 1.2918... Generator Loss: 1.1930
Epoch 10/30... Discriminator Loss: 1.1056... Generator Loss: 0.7876
Epoch 10/30... Discriminator Loss: 0.8705... Generator Loss: 1.4422
Epoch 10/30... Discriminator Loss: 1.0979... Generator Loss: 0.8425
Epoch 10/30... Discriminator Loss: 1.1725... Generator Loss: 0.7868
Epoch 10/30... Discriminator Loss: 0.9415... Generator Loss: 1.0252
Epoch 10/30... Discriminator Loss: 1.2063... Generator Loss: 0.5253
Epoch 10/30... Discriminator Loss: 1.2173... Generator Loss: 1.7132
Epoch 10/30... Discriminator Loss: 0.9762... Generator Loss: 1.7961
Epoch 10/30... Discriminator Loss: 1.3835... Generator Loss: 0.9087
Epoch 10/30... Discriminator Loss: 0.8973... Generator Loss: 0.9136
Epoch 10/30... Discriminator Loss: 1.1208... Generator Loss: 0.8242
Epoch 10/30... Discriminator Loss: 1.5879... Generator Loss: 1.6192
Epoch 10/30... Discriminator Loss: 1.1425... Generator Loss: 1.0756
Epoch 10/30... Discriminator Loss: 1.2374... Generator Loss: 0.6097
Epoch 10/30... Discriminator Loss: 1.2361... Generator Loss: 0.7788
Epoch 10/30... Discriminator Loss: 1.2708... Generator Loss: 0.6281
Epoch 10/30... Discriminator Loss: 1.4389... Generator Loss: 1.2531
Epoch 10/30... Discriminator Loss: 1.3304... Generator Loss: 0.5306
Epoch 10/30... Discriminator Loss: 1.3070... Generator Loss: 1.0183
Epoch 10/30... Discriminator Loss: 1.2327... Generator Loss: 1.2441
Epoch 10/30... Discriminator Loss: 1.1379... Generator Loss: 0.7739
Epoch 10/30... Discriminator Loss: 1.2722... Generator Loss: 0.9363
Epoch 10/30... Discriminator Loss: 1.3683... Generator Loss: 0.7580
Epoch 10/30... Discriminator Loss: 1.4350... Generator Loss: 1.0185
Epoch 10/30... Discriminator Loss: 1.1702... Generator Loss: 0.8062
Epoch 10/30... Discriminator Loss: 1.1728... Generator Loss: 0.6042
Epoch 10/30... Discriminator Loss: 1.2338... Generator Loss: 0.9129
Epoch 10/30... Discriminator Loss: 1.4984... Generator Loss: 2.6948
Epoch 10/30... Discriminator Loss: 1.4202... Generator Loss: 0.4336
Epoch 10/30... Discriminator Loss: 1.2450... Generator Loss: 0.8957
Epoch 10/30... Discriminator Loss: 1.1439... Generator Loss: 0.8857
Epoch 10/30... Discriminator Loss: 1.1774... Generator Loss: 0.8985
Epoch 10/30... Discriminator Loss: 2.1613... Generator Loss: 0.2093
Epoch 10/30... Discriminator Loss: 1.3522... Generator Loss: 1.0796
Epoch 10/30... Discriminator Loss: 1.3193... Generator Loss: 0.6475
Epoch 10/30... Discriminator Loss: 1.3445... Generator Loss: 0.4349
Epoch 10/30... Discriminator Loss: 1.1817... Generator Loss: 0.9245
Epoch 10/30... Discriminator Loss: 1.0741... Generator Loss: 1.7688
Epoch 10/30... Discriminator Loss: 1.4524... Generator Loss: 0.4172
Epoch 10/30... Discriminator Loss: 1.2238... Generator Loss: 0.8787
Epoch 10/30... Discriminator Loss: 1.1227... Generator Loss: 1.0188
Epoch 10/30... Discriminator Loss: 1.1905... Generator Loss: 0.7001
Epoch 10/30... Discriminator Loss: 1.2361... Generator Loss: 0.6893
Epoch 10/30... Discriminator Loss: 1.2940... Generator Loss: 0.6947
Epoch 10/30... Discriminator Loss: 1.3752... Generator Loss: 0.5064
Epoch 10/30... Discriminator Loss: 1.1954... Generator Loss: 0.9871
Epoch 10/30... Discriminator Loss: 1.3136... Generator Loss: 0.5536
Epoch 10/30... Discriminator Loss: 1.2812... Generator Loss: 0.6025
Epoch 10/30... Discriminator Loss: 1.2942... Generator Loss: 0.7372
Epoch 10/30... Discriminator Loss: 1.4520... Generator Loss: 0.6845
Epoch 10/30... Discriminator Loss: 1.6589... Generator Loss: 0.3276
Epoch 10/30... Discriminator Loss: 1.1783... Generator Loss: 0.7289
Epoch 10/30... Discriminator Loss: 1.3877... Generator Loss: 0.4186
Epoch 10/30... Discriminator Loss: 1.3275... Generator Loss: 0.8731
Epoch 10/30... Discriminator Loss: 1.3861... Generator Loss: 0.4948
Epoch 10/30... Discriminator Loss: 1.1089... Generator Loss: 1.3762
Epoch 10/30... Discriminator Loss: 1.3361... Generator Loss: 0.5485
Epoch 10/30... Discriminator Loss: 1.4332... Generator Loss: 0.7376
Epoch 10/30... Discriminator Loss: 1.2687... Generator Loss: 0.8432
Epoch 10/30... Discriminator Loss: 1.1523... Generator Loss: 0.7584
Epoch 10/30... Discriminator Loss: 1.2919... Generator Loss: 0.7967
Epoch 10/30... Discriminator Loss: 1.6659... Generator Loss: 0.3348
Epoch 10/30... Discriminator Loss: 1.0060... Generator Loss: 0.7736
Epoch 10/30... Discriminator Loss: 1.2582... Generator Loss: 0.6941
Epoch 10/30... Discriminator Loss: 1.2392... Generator Loss: 0.7917
Epoch 10/30... Discriminator Loss: 1.2321... Generator Loss: 0.7566
Epoch 10/30... Discriminator Loss: 1.5322... Generator Loss: 0.5255
Epoch 10/30... Discriminator Loss: 1.3074... Generator Loss: 0.8148
Epoch 10/30... Discriminator Loss: 1.3865... Generator Loss: 0.9658
Epoch 10/30... Discriminator Loss: 1.4588... Generator Loss: 1.0345
Epoch 10/30... Discriminator Loss: 1.3319... Generator Loss: 0.6310
Epoch 10/30... Discriminator Loss: 1.1925... Generator Loss: 1.1236
Epoch 10/30... Discriminator Loss: 1.0650... Generator Loss: 1.0045
Epoch 10/30... Discriminator Loss: 1.1878... Generator Loss: 0.9100
Epoch 10/30... Discriminator Loss: 1.2551... Generator Loss: 0.6661
Epoch 10/30... Discriminator Loss: 2.0035... Generator Loss: 1.4667
Epoch 10/30... Discriminator Loss: 1.3963... Generator Loss: 0.4549
Epoch 10/30... Discriminator Loss: 1.2537... Generator Loss: 0.7475
Epoch 10/30... Discriminator Loss: 1.2649... Generator Loss: 0.6249
Epoch 10/30... Discriminator Loss: 1.2837... Generator Loss: 0.7044
Epoch 10/30... Discriminator Loss: 1.3382... Generator Loss: 0.5107
Epoch 10/30... Discriminator Loss: 1.6046... Generator Loss: 0.4496
Epoch 10/30... Discriminator Loss: 1.3543... Generator Loss: 0.8380
Epoch 10/30... Discriminator Loss: 1.3241... Generator Loss: 0.7408
Epoch 10/30... Discriminator Loss: 1.2901... Generator Loss: 0.7582
Epoch 10/30... Discriminator Loss: 1.1001... Generator Loss: 0.9946
Epoch 10/30... Discriminator Loss: 1.1488... Generator Loss: 0.6757
Epoch 10/30... Discriminator Loss: 1.0332... Generator Loss: 1.0009
Epoch 10/30... Discriminator Loss: 1.4860... Generator Loss: 0.6917
Epoch 10/30... Discriminator Loss: 1.6668... Generator Loss: 0.3220
Epoch 10/30... Discriminator Loss: 1.2400... Generator Loss: 0.7300
Epoch 10/30... Discriminator Loss: 1.3946... Generator Loss: 0.6538
Epoch 10/30... Discriminator Loss: 1.2387... Generator Loss: 1.2204
Epoch 10/30... Discriminator Loss: 1.1485... Generator Loss: 0.6850
Epoch 10/30... Discriminator Loss: 1.2218... Generator Loss: 0.8403
Epoch 10/30... Discriminator Loss: 1.1301... Generator Loss: 0.9389
Epoch 10/30... Discriminator Loss: 1.1001... Generator Loss: 0.9372
Epoch 10/30... Discriminator Loss: 1.3737... Generator Loss: 0.5021
Epoch 10/30... Discriminator Loss: 1.4426... Generator Loss: 0.4040
Epoch 10/30... Discriminator Loss: 1.2683... Generator Loss: 0.7055
Epoch 10/30... Discriminator Loss: 1.3359... Generator Loss: 0.5234
Epoch 10/30... Discriminator Loss: 1.5077... Generator Loss: 0.4410
Epoch 10/30... Discriminator Loss: 1.0609... Generator Loss: 1.1748
Epoch 10/30... Discriminator Loss: 1.3319... Generator Loss: 0.5685
Epoch 10/30... Discriminator Loss: 1.2458... Generator Loss: 0.8450
Epoch 10/30... Discriminator Loss: 1.2116... Generator Loss: 0.7304
epoch_i 10
Epoch 11/30... Discriminator Loss: 1.1366... Generator Loss: 1.1287
Epoch 11/30... Discriminator Loss: 1.6585... Generator Loss: 1.2521
Epoch 11/30... Discriminator Loss: 1.3440... Generator Loss: 1.0043
Epoch 11/30... Discriminator Loss: 1.1644... Generator Loss: 0.7022
Epoch 11/30... Discriminator Loss: 1.3335... Generator Loss: 0.6305
Epoch 11/30... Discriminator Loss: 2.2125... Generator Loss: 1.4103
Epoch 11/30... Discriminator Loss: 1.3102... Generator Loss: 0.5772
Epoch 11/30... Discriminator Loss: 1.0781... Generator Loss: 0.6962
Epoch 11/30... Discriminator Loss: 1.3647... Generator Loss: 0.5116
Epoch 11/30... Discriminator Loss: 1.2638... Generator Loss: 1.5145
Epoch 11/30... Discriminator Loss: 1.1117... Generator Loss: 0.8815
Epoch 11/30... Discriminator Loss: 1.2392... Generator Loss: 0.7635
Epoch 11/30... Discriminator Loss: 1.0052... Generator Loss: 1.3619
Epoch 11/30... Discriminator Loss: 1.3342... Generator Loss: 1.2646
Epoch 11/30... Discriminator Loss: 1.3539... Generator Loss: 0.6490
Epoch 11/30... Discriminator Loss: 1.3601... Generator Loss: 1.2195
Epoch 11/30... Discriminator Loss: 1.3301... Generator Loss: 0.8657
Epoch 11/30... Discriminator Loss: 1.2916... Generator Loss: 0.8628
Epoch 11/30... Discriminator Loss: 1.6271... Generator Loss: 0.8673
Epoch 11/30... Discriminator Loss: 1.1582... Generator Loss: 0.8390
Epoch 11/30... Discriminator Loss: 1.3090... Generator Loss: 0.6415
Epoch 11/30... Discriminator Loss: 1.4365... Generator Loss: 1.3536
Epoch 11/30... Discriminator Loss: 1.1048... Generator Loss: 0.8890
Epoch 11/30... Discriminator Loss: 0.9780... Generator Loss: 1.1474
Epoch 11/30... Discriminator Loss: 1.1975... Generator Loss: 0.9672
Epoch 11/30... Discriminator Loss: 1.3705... Generator Loss: 0.5995
Epoch 11/30... Discriminator Loss: 1.4120... Generator Loss: 0.5976
Epoch 11/30... Discriminator Loss: 1.1147... Generator Loss: 0.8395
Epoch 11/30... Discriminator Loss: 1.3303... Generator Loss: 0.6991
Epoch 11/30... Discriminator Loss: 1.0026... Generator Loss: 1.0170
Epoch 11/30... Discriminator Loss: 1.3570... Generator Loss: 0.6668
Epoch 11/30... Discriminator Loss: 1.1001... Generator Loss: 1.1281
Epoch 11/30... Discriminator Loss: 1.1495... Generator Loss: 1.1148
Epoch 11/30... Discriminator Loss: 1.2836... Generator Loss: 1.0957
Epoch 11/30... Discriminator Loss: 1.3201... Generator Loss: 0.8806
Epoch 11/30... Discriminator Loss: 1.4830... Generator Loss: 0.4269
Epoch 11/30... Discriminator Loss: 1.8263... Generator Loss: 0.8619
Epoch 11/30... Discriminator Loss: 1.4035... Generator Loss: 0.5272
Epoch 11/30... Discriminator Loss: 1.3697... Generator Loss: 0.7853
Epoch 11/30... Discriminator Loss: 1.4686... Generator Loss: 1.1685
Epoch 11/30... Discriminator Loss: 1.5755... Generator Loss: 0.3391
Epoch 11/30... Discriminator Loss: 1.1815... Generator Loss: 0.9263
Epoch 11/30... Discriminator Loss: 1.1712... Generator Loss: 0.8835
Epoch 11/30... Discriminator Loss: 1.2965... Generator Loss: 1.0178
Epoch 11/30... Discriminator Loss: 1.2693... Generator Loss: 0.7726
Epoch 11/30... Discriminator Loss: 1.0457... Generator Loss: 0.7685
Epoch 11/30... Discriminator Loss: 1.2440... Generator Loss: 0.5477
Epoch 11/30... Discriminator Loss: 1.3651... Generator Loss: 0.5160
Epoch 11/30... Discriminator Loss: 1.2340... Generator Loss: 0.5950
Epoch 11/30... Discriminator Loss: 1.2448... Generator Loss: 0.6398
Epoch 11/30... Discriminator Loss: 1.2743... Generator Loss: 0.7407
Epoch 11/30... Discriminator Loss: 1.8985... Generator Loss: 1.8267
Epoch 11/30... Discriminator Loss: 1.4684... Generator Loss: 0.4417
Epoch 11/30... Discriminator Loss: 1.3704... Generator Loss: 0.5751
Epoch 11/30... Discriminator Loss: 1.1511... Generator Loss: 0.7208
Epoch 11/30... Discriminator Loss: 1.2022... Generator Loss: 0.8066
Epoch 11/30... Discriminator Loss: 1.1333... Generator Loss: 0.7291
Epoch 11/30... Discriminator Loss: 1.5571... Generator Loss: 0.7626
Epoch 11/30... Discriminator Loss: 1.2844... Generator Loss: 0.7687
Epoch 11/30... Discriminator Loss: 1.5183... Generator Loss: 0.5109
Epoch 11/30... Discriminator Loss: 1.5036... Generator Loss: 1.5104
Epoch 11/30... Discriminator Loss: 1.3600... Generator Loss: 0.7187
Epoch 11/30... Discriminator Loss: 1.3066... Generator Loss: 0.6683
Epoch 11/30... Discriminator Loss: 1.1789... Generator Loss: 0.7557
Epoch 11/30... Discriminator Loss: 1.4102... Generator Loss: 0.4699
Epoch 11/30... Discriminator Loss: 1.3659... Generator Loss: 0.6172
Epoch 11/30... Discriminator Loss: 1.5283... Generator Loss: 0.4113
Epoch 11/30... Discriminator Loss: 1.1184... Generator Loss: 1.2555
Epoch 11/30... Discriminator Loss: 1.2958... Generator Loss: 0.8298
Epoch 11/30... Discriminator Loss: 1.1502... Generator Loss: 0.8062
Epoch 11/30... Discriminator Loss: 1.3843... Generator Loss: 0.7635
Epoch 11/30... Discriminator Loss: 1.1008... Generator Loss: 1.2668
Epoch 11/30... Discriminator Loss: 1.3705... Generator Loss: 1.0053
Epoch 11/30... Discriminator Loss: 1.5858... Generator Loss: 0.3598
Epoch 11/30... Discriminator Loss: 1.2713... Generator Loss: 1.0201
Epoch 11/30... Discriminator Loss: 1.4065... Generator Loss: 0.9611
Epoch 11/30... Discriminator Loss: 1.3765... Generator Loss: 0.8088
Epoch 11/30... Discriminator Loss: 1.7207... Generator Loss: 0.9983
Epoch 11/30... Discriminator Loss: 1.3084... Generator Loss: 0.9469
Epoch 11/30... Discriminator Loss: 1.3464... Generator Loss: 0.4755
Epoch 11/30... Discriminator Loss: 1.5719... Generator Loss: 0.7163
Epoch 11/30... Discriminator Loss: 1.0132... Generator Loss: 1.0534
Epoch 11/30... Discriminator Loss: 1.1741... Generator Loss: 0.7890
Epoch 11/30... Discriminator Loss: 1.2442... Generator Loss: 0.8755
Epoch 11/30... Discriminator Loss: 1.3636... Generator Loss: 0.8775
Epoch 11/30... Discriminator Loss: 1.2824... Generator Loss: 1.1204
Epoch 11/30... Discriminator Loss: 1.4176... Generator Loss: 0.6586
Epoch 11/30... Discriminator Loss: 1.2965... Generator Loss: 1.0083
Epoch 11/30... Discriminator Loss: 1.4982... Generator Loss: 0.3907
Epoch 11/30... Discriminator Loss: 1.2815... Generator Loss: 1.0684
Epoch 11/30... Discriminator Loss: 1.1003... Generator Loss: 0.8567
Epoch 11/30... Discriminator Loss: 1.1673... Generator Loss: 0.7715
Epoch 11/30... Discriminator Loss: 1.0532... Generator Loss: 0.8561
Epoch 11/30... Discriminator Loss: 1.4086... Generator Loss: 0.5209
Epoch 11/30... Discriminator Loss: 1.1223... Generator Loss: 1.4585
Epoch 11/30... Discriminator Loss: 1.2426... Generator Loss: 0.6551
Epoch 11/30... Discriminator Loss: 1.2573... Generator Loss: 0.6953
Epoch 11/30... Discriminator Loss: 1.3692... Generator Loss: 0.4726
Epoch 11/30... Discriminator Loss: 1.2906... Generator Loss: 0.8104
Epoch 11/30... Discriminator Loss: 1.2591... Generator Loss: 2.1030
Epoch 11/30... Discriminator Loss: 1.2643... Generator Loss: 1.2442
Epoch 11/30... Discriminator Loss: 1.3162... Generator Loss: 0.6212
Epoch 11/30... Discriminator Loss: 1.1587... Generator Loss: 0.7398
Epoch 11/30... Discriminator Loss: 1.3803... Generator Loss: 0.4352
Epoch 11/30... Discriminator Loss: 1.5683... Generator Loss: 0.3558
Epoch 11/30... Discriminator Loss: 1.2597... Generator Loss: 0.6320
Epoch 11/30... Discriminator Loss: 1.3039... Generator Loss: 1.0796
Epoch 11/30... Discriminator Loss: 1.3536... Generator Loss: 0.5073
Epoch 11/30... Discriminator Loss: 1.4424... Generator Loss: 0.5527
Epoch 11/30... Discriminator Loss: 1.2868... Generator Loss: 0.8090
Epoch 11/30... Discriminator Loss: 1.1906... Generator Loss: 1.2949
Epoch 11/30... Discriminator Loss: 1.1371... Generator Loss: 1.4208
Epoch 11/30... Discriminator Loss: 1.2964... Generator Loss: 0.6007
Epoch 11/30... Discriminator Loss: 1.3454... Generator Loss: 0.5634
Epoch 11/30... Discriminator Loss: 1.3642... Generator Loss: 0.5291
Epoch 11/30... Discriminator Loss: 1.2158... Generator Loss: 0.9446
Epoch 11/30... Discriminator Loss: 1.2054... Generator Loss: 1.0142
Epoch 11/30... Discriminator Loss: 1.8474... Generator Loss: 1.2757
Epoch 11/30... Discriminator Loss: 1.3421... Generator Loss: 0.5528
Epoch 11/30... Discriminator Loss: 0.8224... Generator Loss: 1.1786
Epoch 11/30... Discriminator Loss: 1.5549... Generator Loss: 1.0265
Epoch 11/30... Discriminator Loss: 1.3943... Generator Loss: 0.7175
Epoch 11/30... Discriminator Loss: 1.5956... Generator Loss: 1.0795
Epoch 11/30... Discriminator Loss: 1.3605... Generator Loss: 1.3544
Epoch 11/30... Discriminator Loss: 1.0555... Generator Loss: 1.1489
Epoch 11/30... Discriminator Loss: 1.8052... Generator Loss: 1.3166
Epoch 11/30... Discriminator Loss: 1.3788... Generator Loss: 0.4763
Epoch 11/30... Discriminator Loss: 1.5001... Generator Loss: 0.5262
Epoch 11/30... Discriminator Loss: 1.4942... Generator Loss: 0.9021
Epoch 11/30... Discriminator Loss: 1.2658... Generator Loss: 0.6737
Epoch 11/30... Discriminator Loss: 1.4210... Generator Loss: 0.5487
Epoch 11/30... Discriminator Loss: 1.4212... Generator Loss: 1.2101
Epoch 11/30... Discriminator Loss: 1.2716... Generator Loss: 0.7567
Epoch 11/30... Discriminator Loss: 1.2389... Generator Loss: 0.6419
Epoch 11/30... Discriminator Loss: 1.3257... Generator Loss: 0.6101
Epoch 11/30... Discriminator Loss: 1.3345... Generator Loss: 0.7106
Epoch 11/30... Discriminator Loss: 1.1768... Generator Loss: 0.8790
Epoch 11/30... Discriminator Loss: 1.6003... Generator Loss: 0.3742
Epoch 11/30... Discriminator Loss: 1.3040... Generator Loss: 0.6398
Epoch 11/30... Discriminator Loss: 1.2806... Generator Loss: 1.0118
Epoch 11/30... Discriminator Loss: 1.3760... Generator Loss: 0.4529
Epoch 11/30... Discriminator Loss: 1.3577... Generator Loss: 0.7909
Epoch 11/30... Discriminator Loss: 1.4790... Generator Loss: 1.0712
Epoch 11/30... Discriminator Loss: 1.1738... Generator Loss: 0.8627
Epoch 11/30... Discriminator Loss: 1.3541... Generator Loss: 0.6691
Epoch 11/30... Discriminator Loss: 1.3484... Generator Loss: 0.7034
Epoch 11/30... Discriminator Loss: 1.1634... Generator Loss: 1.4715
Epoch 11/30... Discriminator Loss: 1.1940... Generator Loss: 0.5921
Epoch 11/30... Discriminator Loss: 1.3181... Generator Loss: 0.6555
Epoch 11/30... Discriminator Loss: 1.2451... Generator Loss: 1.1560
Epoch 11/30... Discriminator Loss: 1.3033... Generator Loss: 1.0605
Epoch 11/30... Discriminator Loss: 1.2259... Generator Loss: 1.0299
Epoch 11/30... Discriminator Loss: 1.2493... Generator Loss: 0.6481
Epoch 11/30... Discriminator Loss: 1.3496... Generator Loss: 1.1040
Epoch 11/30... Discriminator Loss: 1.1142... Generator Loss: 1.1340
Epoch 11/30... Discriminator Loss: 1.4290... Generator Loss: 0.4349
Epoch 11/30... Discriminator Loss: 0.9795... Generator Loss: 1.1754
Epoch 11/30... Discriminator Loss: 1.3745... Generator Loss: 1.4992
epoch_i 11
Epoch 12/30... Discriminator Loss: 1.3802... Generator Loss: 0.5532
Epoch 12/30... Discriminator Loss: 1.1910... Generator Loss: 1.0161
Epoch 12/30... Discriminator Loss: 1.2140... Generator Loss: 0.8474
Epoch 12/30... Discriminator Loss: 1.2980... Generator Loss: 0.6603
Epoch 12/30... Discriminator Loss: 1.3351... Generator Loss: 0.6297
Epoch 12/30... Discriminator Loss: 1.4566... Generator Loss: 1.3588
Epoch 12/30... Discriminator Loss: 1.5200... Generator Loss: 0.4163
Epoch 12/30... Discriminator Loss: 1.5852... Generator Loss: 0.3894
Epoch 12/30... Discriminator Loss: 1.3443... Generator Loss: 1.2701
Epoch 12/30... Discriminator Loss: 1.0234... Generator Loss: 1.1393
Epoch 12/30... Discriminator Loss: 1.5086... Generator Loss: 0.4302
Epoch 12/30... Discriminator Loss: 1.0382... Generator Loss: 0.9737
Epoch 12/30... Discriminator Loss: 0.7545... Generator Loss: 1.2868
Epoch 12/30... Discriminator Loss: 1.2946... Generator Loss: 1.3811
Epoch 12/30... Discriminator Loss: 1.3941... Generator Loss: 0.5433
Epoch 12/30... Discriminator Loss: 1.2350... Generator Loss: 0.8945
Epoch 12/30... Discriminator Loss: 1.2807... Generator Loss: 0.6754
Epoch 12/30... Discriminator Loss: 1.2990... Generator Loss: 0.6666
Epoch 12/30... Discriminator Loss: 1.2841... Generator Loss: 0.5823
Epoch 12/30... Discriminator Loss: 1.3245... Generator Loss: 0.5095
Epoch 12/30... Discriminator Loss: 1.0770... Generator Loss: 0.9731
Epoch 12/30... Discriminator Loss: 1.0292... Generator Loss: 1.2957
Epoch 12/30... Discriminator Loss: 1.0054... Generator Loss: 0.9505
Epoch 12/30... Discriminator Loss: 1.1594... Generator Loss: 0.9879
Epoch 12/30... Discriminator Loss: 1.2995... Generator Loss: 0.6060
Epoch 12/30... Discriminator Loss: 1.3508... Generator Loss: 0.6517
Epoch 12/30... Discriminator Loss: 1.1546... Generator Loss: 1.0288
Epoch 12/30... Discriminator Loss: 1.2374... Generator Loss: 0.9559
Epoch 12/30... Discriminator Loss: 1.3032... Generator Loss: 0.6774
Epoch 12/30... Discriminator Loss: 1.2051... Generator Loss: 0.6060
Epoch 12/30... Discriminator Loss: 1.1865... Generator Loss: 0.6477
Epoch 12/30... Discriminator Loss: 1.2367... Generator Loss: 0.7333
Epoch 12/30... Discriminator Loss: 1.9816... Generator Loss: 1.4833
Epoch 12/30... Discriminator Loss: 1.2811... Generator Loss: 0.9087
Epoch 12/30... Discriminator Loss: 1.3197... Generator Loss: 0.6012
Epoch 12/30... Discriminator Loss: 1.1600... Generator Loss: 0.9993
Epoch 12/30... Discriminator Loss: 1.5141... Generator Loss: 0.6897
Epoch 12/30... Discriminator Loss: 1.3072... Generator Loss: 0.6962
Epoch 12/30... Discriminator Loss: 1.3714... Generator Loss: 0.9544
Epoch 12/30... Discriminator Loss: 1.2698... Generator Loss: 1.0470
Epoch 12/30... Discriminator Loss: 1.3812... Generator Loss: 0.4548
Epoch 12/30... Discriminator Loss: 1.0689... Generator Loss: 0.7555
Epoch 12/30... Discriminator Loss: 1.3046... Generator Loss: 0.8048
Epoch 12/30... Discriminator Loss: 1.2911... Generator Loss: 0.6375
Epoch 12/30... Discriminator Loss: 1.3872... Generator Loss: 0.8287
Epoch 12/30... Discriminator Loss: 1.6275... Generator Loss: 1.2529
Epoch 12/30... Discriminator Loss: 1.4693... Generator Loss: 0.6887
Epoch 12/30... Discriminator Loss: 1.6139... Generator Loss: 0.3387
Epoch 12/30... Discriminator Loss: 1.2444... Generator Loss: 0.6752
Epoch 12/30... Discriminator Loss: 1.4534... Generator Loss: 0.5046
Epoch 12/30... Discriminator Loss: 1.8641... Generator Loss: 0.2245
Epoch 12/30... Discriminator Loss: 1.3837... Generator Loss: 0.5317
Epoch 12/30... Discriminator Loss: 1.2168... Generator Loss: 0.8704
Epoch 12/30... Discriminator Loss: 1.2650... Generator Loss: 0.6404
Epoch 12/30... Discriminator Loss: 1.4264... Generator Loss: 0.4039
Epoch 12/30... Discriminator Loss: 1.3498... Generator Loss: 0.6540
Epoch 12/30... Discriminator Loss: 1.2255... Generator Loss: 0.8249
Epoch 12/30... Discriminator Loss: 1.4083... Generator Loss: 0.5208
Epoch 12/30... Discriminator Loss: 1.2388... Generator Loss: 0.7399
Epoch 12/30... Discriminator Loss: 1.3018... Generator Loss: 1.0245
Epoch 12/30... Discriminator Loss: 1.4359... Generator Loss: 0.8020
Epoch 12/30... Discriminator Loss: 1.1719... Generator Loss: 0.8308
Epoch 12/30... Discriminator Loss: 1.1603... Generator Loss: 0.6400
Epoch 12/30... Discriminator Loss: 1.3263... Generator Loss: 0.7051
Epoch 12/30... Discriminator Loss: 1.3553... Generator Loss: 1.1844
Epoch 12/30... Discriminator Loss: 1.4801... Generator Loss: 0.7271
Epoch 12/30... Discriminator Loss: 1.2649... Generator Loss: 0.6288
Epoch 12/30... Discriminator Loss: 1.3861... Generator Loss: 0.6552
Epoch 12/30... Discriminator Loss: 1.1549... Generator Loss: 0.8119
Epoch 12/30... Discriminator Loss: 1.3690... Generator Loss: 0.4845
Epoch 12/30... Discriminator Loss: 1.5490... Generator Loss: 0.3986
Epoch 12/30... Discriminator Loss: 1.2807... Generator Loss: 0.6119
Epoch 12/30... Discriminator Loss: 1.2734... Generator Loss: 0.8493
Epoch 12/30... Discriminator Loss: 1.1733... Generator Loss: 0.9201
Epoch 12/30... Discriminator Loss: 1.3158... Generator Loss: 0.5888
Epoch 12/30... Discriminator Loss: 1.2037... Generator Loss: 0.8309
Epoch 12/30... Discriminator Loss: 1.1738... Generator Loss: 0.9626
Epoch 12/30... Discriminator Loss: 1.1917... Generator Loss: 1.0400
Epoch 12/30... Discriminator Loss: 1.2714... Generator Loss: 1.0599
Epoch 12/30... Discriminator Loss: 1.2600... Generator Loss: 0.8413
Epoch 12/30... Discriminator Loss: 1.3002... Generator Loss: 1.0011
Epoch 12/30... Discriminator Loss: 1.6126... Generator Loss: 0.3064
Epoch 12/30... Discriminator Loss: 1.1286... Generator Loss: 0.6829
Epoch 12/30... Discriminator Loss: 1.1710... Generator Loss: 0.6552
Epoch 12/30... Discriminator Loss: 1.3209... Generator Loss: 0.5202
Epoch 12/30... Discriminator Loss: 1.4636... Generator Loss: 0.4143
Epoch 12/30... Discriminator Loss: 1.5102... Generator Loss: 0.8511
Epoch 12/30... Discriminator Loss: 1.3990... Generator Loss: 0.4251
Epoch 12/30... Discriminator Loss: 1.4334... Generator Loss: 0.6533
Epoch 12/30... Discriminator Loss: 1.4228... Generator Loss: 0.8898
Epoch 12/30... Discriminator Loss: 1.6819... Generator Loss: 2.1414
Epoch 12/30... Discriminator Loss: 1.1879... Generator Loss: 1.0281
Epoch 12/30... Discriminator Loss: 1.5089... Generator Loss: 0.3970
Epoch 12/30... Discriminator Loss: 1.3944... Generator Loss: 0.5041
Epoch 12/30... Discriminator Loss: 1.4932... Generator Loss: 0.4667
Epoch 12/30... Discriminator Loss: 1.2296... Generator Loss: 0.8332
Epoch 12/30... Discriminator Loss: 1.0822... Generator Loss: 0.8430
Epoch 12/30... Discriminator Loss: 1.1583... Generator Loss: 0.7129
Epoch 12/30... Discriminator Loss: 1.3215... Generator Loss: 0.5285
Epoch 12/30... Discriminator Loss: 1.2636... Generator Loss: 0.5477
Epoch 12/30... Discriminator Loss: 1.2327... Generator Loss: 0.7744
Epoch 12/30... Discriminator Loss: 1.1856... Generator Loss: 0.7720
Epoch 12/30... Discriminator Loss: 1.3915... Generator Loss: 0.6720
Epoch 12/30... Discriminator Loss: 1.2954... Generator Loss: 0.5030
Epoch 12/30... Discriminator Loss: 1.4083... Generator Loss: 0.4380
Epoch 12/30... Discriminator Loss: 1.7229... Generator Loss: 0.2645
Epoch 12/30... Discriminator Loss: 1.4734... Generator Loss: 1.1458
Epoch 12/30... Discriminator Loss: 1.1367... Generator Loss: 0.5952
Epoch 12/30... Discriminator Loss: 0.9386... Generator Loss: 0.8946
Epoch 12/30... Discriminator Loss: 1.3895... Generator Loss: 0.6063
Epoch 12/30... Discriminator Loss: 1.6235... Generator Loss: 0.3495
Epoch 12/30... Discriminator Loss: 1.0674... Generator Loss: 1.0526
Epoch 12/30... Discriminator Loss: 1.2465... Generator Loss: 0.7701
Epoch 12/30... Discriminator Loss: 1.2186... Generator Loss: 0.7441
Epoch 12/30... Discriminator Loss: 0.9050... Generator Loss: 1.3014
Epoch 12/30... Discriminator Loss: 1.2296... Generator Loss: 1.0722
Epoch 12/30... Discriminator Loss: 0.9462... Generator Loss: 1.3638
Epoch 12/30... Discriminator Loss: 1.0381... Generator Loss: 0.8739
Epoch 12/30... Discriminator Loss: 0.8724... Generator Loss: 0.8250
Epoch 12/30... Discriminator Loss: 1.2620... Generator Loss: 0.7340
Epoch 12/30... Discriminator Loss: 1.6236... Generator Loss: 1.6864
Epoch 12/30... Discriminator Loss: 1.2393... Generator Loss: 0.7485
Epoch 12/30... Discriminator Loss: 1.3341... Generator Loss: 0.6237
Epoch 12/30... Discriminator Loss: 1.3727... Generator Loss: 0.7258
Epoch 12/30... Discriminator Loss: 1.1377... Generator Loss: 0.9190
Epoch 12/30... Discriminator Loss: 1.0243... Generator Loss: 0.9173
Epoch 12/30... Discriminator Loss: 1.1173... Generator Loss: 0.7211
Epoch 12/30... Discriminator Loss: 1.2753... Generator Loss: 0.5835
Epoch 12/30... Discriminator Loss: 1.2847... Generator Loss: 1.1153
Epoch 12/30... Discriminator Loss: 1.3220... Generator Loss: 0.5330
Epoch 12/30... Discriminator Loss: 1.3010... Generator Loss: 0.6348
Epoch 12/30... Discriminator Loss: 1.4083... Generator Loss: 0.6270
Epoch 12/30... Discriminator Loss: 1.2678... Generator Loss: 0.8098
Epoch 12/30... Discriminator Loss: 1.3484... Generator Loss: 1.1372
Epoch 12/30... Discriminator Loss: 1.5272... Generator Loss: 0.6501
Epoch 12/30... Discriminator Loss: 1.3382... Generator Loss: 0.6771
Epoch 12/30... Discriminator Loss: 1.3254... Generator Loss: 1.2982
Epoch 12/30... Discriminator Loss: 1.3091... Generator Loss: 0.5999
Epoch 12/30... Discriminator Loss: 1.5141... Generator Loss: 1.2589
Epoch 12/30... Discriminator Loss: 1.8243... Generator Loss: 2.1498
Epoch 12/30... Discriminator Loss: 1.2846... Generator Loss: 0.6998
Epoch 12/30... Discriminator Loss: 1.3939... Generator Loss: 0.7046
Epoch 12/30... Discriminator Loss: 1.1092... Generator Loss: 0.8079
Epoch 12/30... Discriminator Loss: 1.1512... Generator Loss: 1.0749
Epoch 12/30... Discriminator Loss: 1.2916... Generator Loss: 0.7817
Epoch 12/30... Discriminator Loss: 1.6725... Generator Loss: 0.3531
Epoch 12/30... Discriminator Loss: 1.2657... Generator Loss: 0.7121
Epoch 12/30... Discriminator Loss: 1.2748... Generator Loss: 0.6255
Epoch 12/30... Discriminator Loss: 1.2570... Generator Loss: 0.6520
Epoch 12/30... Discriminator Loss: 1.4192... Generator Loss: 0.4114
Epoch 12/30... Discriminator Loss: 1.2866... Generator Loss: 1.1589
Epoch 12/30... Discriminator Loss: 1.3707... Generator Loss: 0.7830
Epoch 12/30... Discriminator Loss: 1.4489... Generator Loss: 0.4464
Epoch 12/30... Discriminator Loss: 1.1969... Generator Loss: 0.6643
Epoch 12/30... Discriminator Loss: 1.5900... Generator Loss: 0.9443
Epoch 12/30... Discriminator Loss: 1.4534... Generator Loss: 0.4919
Epoch 12/30... Discriminator Loss: 1.3830... Generator Loss: 0.7234
Epoch 12/30... Discriminator Loss: 1.3213... Generator Loss: 0.5803
epoch_i 12
Epoch 13/30... Discriminator Loss: 1.4593... Generator Loss: 0.7398
Epoch 13/30... Discriminator Loss: 1.9078... Generator Loss: 1.9678
Epoch 13/30... Discriminator Loss: 1.2615... Generator Loss: 0.6444
Epoch 13/30... Discriminator Loss: 1.1776... Generator Loss: 0.7548
Epoch 13/30... Discriminator Loss: 1.2210... Generator Loss: 0.6751
Epoch 13/30... Discriminator Loss: 1.2045... Generator Loss: 0.7540
Epoch 13/30... Discriminator Loss: 1.4248... Generator Loss: 0.4437
Epoch 13/30... Discriminator Loss: 1.3828... Generator Loss: 0.4814
Epoch 13/30... Discriminator Loss: 1.1485... Generator Loss: 0.9291
Epoch 13/30... Discriminator Loss: 1.2802... Generator Loss: 0.7610
Epoch 13/30... Discriminator Loss: 1.2515... Generator Loss: 0.8980
Epoch 13/30... Discriminator Loss: 1.4099... Generator Loss: 0.4393
Epoch 13/30... Discriminator Loss: 1.5175... Generator Loss: 1.1233
Epoch 13/30... Discriminator Loss: 1.3743... Generator Loss: 0.5724
Epoch 13/30... Discriminator Loss: 1.3684... Generator Loss: 0.9306
Epoch 13/30... Discriminator Loss: 1.4636... Generator Loss: 0.5646
Epoch 13/30... Discriminator Loss: 1.1963... Generator Loss: 0.7593
Epoch 13/30... Discriminator Loss: 1.4218... Generator Loss: 1.2126
Epoch 13/30... Discriminator Loss: 1.3066... Generator Loss: 0.5567
Epoch 13/30... Discriminator Loss: 1.2613... Generator Loss: 0.9343
Epoch 13/30... Discriminator Loss: 1.3013... Generator Loss: 0.7875
Epoch 13/30... Discriminator Loss: 1.2357... Generator Loss: 0.6143
Epoch 13/30... Discriminator Loss: 1.4856... Generator Loss: 0.3894
Epoch 13/30... Discriminator Loss: 1.3076... Generator Loss: 0.5079
Epoch 13/30... Discriminator Loss: 1.2800... Generator Loss: 0.7762
Epoch 13/30... Discriminator Loss: 1.3052... Generator Loss: 0.7120
Epoch 13/30... Discriminator Loss: 1.3217... Generator Loss: 1.1815
Epoch 13/30... Discriminator Loss: 1.4645... Generator Loss: 1.7289
Epoch 13/30... Discriminator Loss: 1.2350... Generator Loss: 0.9720
Epoch 13/30... Discriminator Loss: 1.1682... Generator Loss: 0.7242
Epoch 13/30... Discriminator Loss: 1.3394... Generator Loss: 0.6980
Epoch 13/30... Discriminator Loss: 1.2947... Generator Loss: 0.9940
Epoch 13/30... Discriminator Loss: 1.2005... Generator Loss: 0.6130
Epoch 13/30... Discriminator Loss: 1.3075... Generator Loss: 1.0359
Epoch 13/30... Discriminator Loss: 1.4558... Generator Loss: 0.4295
Epoch 13/30... Discriminator Loss: 1.2576... Generator Loss: 0.7515
Epoch 13/30... Discriminator Loss: 1.4488... Generator Loss: 0.6437
Epoch 13/30... Discriminator Loss: 1.3626... Generator Loss: 0.9577
Epoch 13/30... Discriminator Loss: 1.1954... Generator Loss: 0.7628
Epoch 13/30... Discriminator Loss: 1.2656... Generator Loss: 0.7638
Epoch 13/30... Discriminator Loss: 1.2113... Generator Loss: 0.8278
Epoch 13/30... Discriminator Loss: 1.4521... Generator Loss: 1.2331
Epoch 13/30... Discriminator Loss: 1.2837... Generator Loss: 0.6779
Epoch 13/30... Discriminator Loss: 1.2113... Generator Loss: 0.7209
Epoch 13/30... Discriminator Loss: 1.9654... Generator Loss: 1.7576
Epoch 13/30... Discriminator Loss: 1.3858... Generator Loss: 0.9068
Epoch 13/30... Discriminator Loss: 1.5386... Generator Loss: 0.7272
Epoch 13/30... Discriminator Loss: 1.2174... Generator Loss: 0.6759
Epoch 13/30... Discriminator Loss: 1.3173... Generator Loss: 0.9184
Epoch 13/30... Discriminator Loss: 1.5750... Generator Loss: 0.6168
Epoch 13/30... Discriminator Loss: 1.3598... Generator Loss: 0.5437
Epoch 13/30... Discriminator Loss: 1.3580... Generator Loss: 0.5946
Epoch 13/30... Discriminator Loss: 1.3773... Generator Loss: 1.0074
Epoch 13/30... Discriminator Loss: 1.2511... Generator Loss: 0.8505
Epoch 13/30... Discriminator Loss: 1.2315... Generator Loss: 0.7315
Epoch 13/30... Discriminator Loss: 1.4033... Generator Loss: 0.6666
Epoch 13/30... Discriminator Loss: 1.1678... Generator Loss: 0.9064
Epoch 13/30... Discriminator Loss: 1.4146... Generator Loss: 0.5108
Epoch 13/30... Discriminator Loss: 1.1614... Generator Loss: 0.7401
Epoch 13/30... Discriminator Loss: 1.2695... Generator Loss: 0.7920
Epoch 13/30... Discriminator Loss: 1.1759... Generator Loss: 0.7394
Epoch 13/30... Discriminator Loss: 1.3104... Generator Loss: 0.7674
Epoch 13/30... Discriminator Loss: 1.4965... Generator Loss: 0.5160
Epoch 13/30... Discriminator Loss: 1.3092... Generator Loss: 0.6889
Epoch 13/30... Discriminator Loss: 1.1946... Generator Loss: 0.9473
Epoch 13/30... Discriminator Loss: 1.3823... Generator Loss: 0.6382
Epoch 13/30... Discriminator Loss: 1.0828... Generator Loss: 0.7557
Epoch 13/30... Discriminator Loss: 1.2209... Generator Loss: 0.7361
Epoch 13/30... Discriminator Loss: 1.3623... Generator Loss: 0.8530
Epoch 13/30... Discriminator Loss: 1.3086... Generator Loss: 0.5828
Epoch 13/30... Discriminator Loss: 1.2780... Generator Loss: 0.7198
Epoch 13/30... Discriminator Loss: 1.2232... Generator Loss: 0.7935
Epoch 13/30... Discriminator Loss: 1.5156... Generator Loss: 0.6493
Epoch 13/30... Discriminator Loss: 1.3154... Generator Loss: 0.8933
Epoch 13/30... Discriminator Loss: 1.4163... Generator Loss: 0.7551
Epoch 13/30... Discriminator Loss: 1.2096... Generator Loss: 0.7232
Epoch 13/30... Discriminator Loss: 1.3974... Generator Loss: 0.4700
Epoch 13/30... Discriminator Loss: 1.3885... Generator Loss: 0.8675
Epoch 13/30... Discriminator Loss: 1.2427... Generator Loss: 0.8110
Epoch 13/30... Discriminator Loss: 1.0881... Generator Loss: 0.9469
Epoch 13/30... Discriminator Loss: 1.4921... Generator Loss: 0.5118
Epoch 13/30... Discriminator Loss: 1.7051... Generator Loss: 0.3140
Epoch 13/30... Discriminator Loss: 1.6595... Generator Loss: 0.3386
Epoch 13/30... Discriminator Loss: 1.3208... Generator Loss: 0.6334
Epoch 13/30... Discriminator Loss: 1.5563... Generator Loss: 0.5627
Epoch 13/30... Discriminator Loss: 1.3804... Generator Loss: 0.4946
Epoch 13/30... Discriminator Loss: 1.3432... Generator Loss: 1.1049
Epoch 13/30... Discriminator Loss: 1.3317... Generator Loss: 0.6921
Epoch 13/30... Discriminator Loss: 1.3500... Generator Loss: 1.0721
Epoch 13/30... Discriminator Loss: 1.4383... Generator Loss: 1.2072
Epoch 13/30... Discriminator Loss: 1.5042... Generator Loss: 1.3390
Epoch 13/30... Discriminator Loss: 1.0958... Generator Loss: 1.0924
Epoch 13/30... Discriminator Loss: 1.3641... Generator Loss: 0.8148
Epoch 13/30... Discriminator Loss: 1.3309... Generator Loss: 0.6959
Epoch 13/30... Discriminator Loss: 1.3447... Generator Loss: 0.5448
Epoch 13/30... Discriminator Loss: 1.2150... Generator Loss: 0.9369
Epoch 13/30... Discriminator Loss: 1.6160... Generator Loss: 0.3191
Epoch 13/30... Discriminator Loss: 1.3743... Generator Loss: 0.5355
Epoch 13/30... Discriminator Loss: 1.6813... Generator Loss: 0.3276
Epoch 13/30... Discriminator Loss: 1.4027... Generator Loss: 0.6511
Epoch 13/30... Discriminator Loss: 1.2886... Generator Loss: 0.5920
Epoch 13/30... Discriminator Loss: 1.2203... Generator Loss: 0.6302
Epoch 13/30... Discriminator Loss: 1.2316... Generator Loss: 0.5974
Epoch 13/30... Discriminator Loss: 1.2825... Generator Loss: 0.8044
Epoch 13/30... Discriminator Loss: 1.5705... Generator Loss: 0.4269
Epoch 13/30... Discriminator Loss: 1.6094... Generator Loss: 0.3657
Epoch 13/30... Discriminator Loss: 1.4093... Generator Loss: 0.5326
Epoch 13/30... Discriminator Loss: 1.3276... Generator Loss: 0.7055
Epoch 13/30... Discriminator Loss: 1.4605... Generator Loss: 0.6801
Epoch 13/30... Discriminator Loss: 1.1818... Generator Loss: 0.9601
Epoch 13/30... Discriminator Loss: 1.4169... Generator Loss: 0.9020
Epoch 13/30... Discriminator Loss: 1.0588... Generator Loss: 1.1185
Epoch 13/30... Discriminator Loss: 1.0882... Generator Loss: 1.1858
Epoch 13/30... Discriminator Loss: 1.2789... Generator Loss: 1.1319
Epoch 13/30... Discriminator Loss: 1.3098... Generator Loss: 1.0009
Epoch 13/30... Discriminator Loss: 1.1603... Generator Loss: 0.9313
Epoch 13/30... Discriminator Loss: 1.3045... Generator Loss: 0.6956
Epoch 13/30... Discriminator Loss: 1.3696... Generator Loss: 1.0550
Epoch 13/30... Discriminator Loss: 1.3689... Generator Loss: 1.0132
Epoch 13/30... Discriminator Loss: 1.2593... Generator Loss: 0.7327
Epoch 13/30... Discriminator Loss: 1.5040... Generator Loss: 0.3695
Epoch 13/30... Discriminator Loss: 1.1200... Generator Loss: 0.7787
Epoch 13/30... Discriminator Loss: 1.3415... Generator Loss: 0.8712
Epoch 13/30... Discriminator Loss: 1.1157... Generator Loss: 0.7280
Epoch 13/30... Discriminator Loss: 1.4087... Generator Loss: 0.5708
Epoch 13/30... Discriminator Loss: 1.2265... Generator Loss: 1.4407
Epoch 13/30... Discriminator Loss: 1.2875... Generator Loss: 0.9453
Epoch 13/30... Discriminator Loss: 1.5556... Generator Loss: 0.3606
Epoch 13/30... Discriminator Loss: 1.1574... Generator Loss: 0.9810
Epoch 13/30... Discriminator Loss: 1.9144... Generator Loss: 1.7124
Epoch 13/30... Discriminator Loss: 1.3267... Generator Loss: 1.0120
Epoch 13/30... Discriminator Loss: 1.2099... Generator Loss: 0.7593
Epoch 13/30... Discriminator Loss: 1.3549... Generator Loss: 0.6231
Epoch 13/30... Discriminator Loss: 1.3284... Generator Loss: 0.8342
Epoch 13/30... Discriminator Loss: 1.6201... Generator Loss: 0.3129
Epoch 13/30... Discriminator Loss: 1.2910... Generator Loss: 0.6828
Epoch 13/30... Discriminator Loss: 1.3555... Generator Loss: 1.1003
Epoch 13/30... Discriminator Loss: 1.6697... Generator Loss: 0.3769
Epoch 13/30... Discriminator Loss: 1.4668... Generator Loss: 0.5002
Epoch 13/30... Discriminator Loss: 1.4443... Generator Loss: 0.9425
Epoch 13/30... Discriminator Loss: 1.2057... Generator Loss: 1.0084
Epoch 13/30... Discriminator Loss: 1.3184... Generator Loss: 0.5870
Epoch 13/30... Discriminator Loss: 1.2346... Generator Loss: 0.7580
Epoch 13/30... Discriminator Loss: 1.1873... Generator Loss: 0.9685
Epoch 13/30... Discriminator Loss: 1.1201... Generator Loss: 0.7465
Epoch 13/30... Discriminator Loss: 1.2739... Generator Loss: 0.6883
Epoch 13/30... Discriminator Loss: 1.4153... Generator Loss: 0.6442
Epoch 13/30... Discriminator Loss: 1.3896... Generator Loss: 0.5558
Epoch 13/30... Discriminator Loss: 1.1661... Generator Loss: 0.7434
Epoch 13/30... Discriminator Loss: 1.4913... Generator Loss: 1.1708
Epoch 13/30... Discriminator Loss: 1.7229... Generator Loss: 0.3273
Epoch 13/30... Discriminator Loss: 1.1626... Generator Loss: 0.8642
Epoch 13/30... Discriminator Loss: 1.3351... Generator Loss: 0.5093
Epoch 13/30... Discriminator Loss: 1.3011... Generator Loss: 0.7886
Epoch 13/30... Discriminator Loss: 1.2941... Generator Loss: 0.8609
Epoch 13/30... Discriminator Loss: 1.2538... Generator Loss: 0.5791
Epoch 13/30... Discriminator Loss: 1.9244... Generator Loss: 0.2154
Epoch 13/30... Discriminator Loss: 1.2223... Generator Loss: 1.1600
epoch_i 13
Epoch 14/30... Discriminator Loss: 1.4045... Generator Loss: 1.2872
Epoch 14/30... Discriminator Loss: 1.1934... Generator Loss: 0.9600
Epoch 14/30... Discriminator Loss: 1.3575... Generator Loss: 0.6354
Epoch 14/30... Discriminator Loss: 1.4004... Generator Loss: 0.6852
Epoch 14/30... Discriminator Loss: 1.2260... Generator Loss: 0.9956
Epoch 14/30... Discriminator Loss: 1.1974... Generator Loss: 0.7814
Epoch 14/30... Discriminator Loss: 1.4602... Generator Loss: 0.4141
Epoch 14/30... Discriminator Loss: 1.4601... Generator Loss: 0.8413
Epoch 14/30... Discriminator Loss: 1.3319... Generator Loss: 0.7517
Epoch 14/30... Discriminator Loss: 1.3475... Generator Loss: 0.6185
Epoch 14/30... Discriminator Loss: 1.8312... Generator Loss: 1.2598
Epoch 14/30... Discriminator Loss: 1.2037... Generator Loss: 0.9722
Epoch 14/30... Discriminator Loss: 0.9966... Generator Loss: 1.2412
Epoch 14/30... Discriminator Loss: 1.2035... Generator Loss: 0.6568
Epoch 14/30... Discriminator Loss: 1.9556... Generator Loss: 0.2358
Epoch 14/30... Discriminator Loss: 1.4555... Generator Loss: 0.5061
Epoch 14/30... Discriminator Loss: 1.3742... Generator Loss: 0.6538
Epoch 14/30... Discriminator Loss: 1.7466... Generator Loss: 0.4286
Epoch 14/30... Discriminator Loss: 1.4241... Generator Loss: 0.6352
Epoch 14/30... Discriminator Loss: 1.2709... Generator Loss: 0.5795
Epoch 14/30... Discriminator Loss: 1.3303... Generator Loss: 0.8878
Epoch 14/30... Discriminator Loss: 1.3114... Generator Loss: 0.6494
Epoch 14/30... Discriminator Loss: 1.4434... Generator Loss: 0.5190
Epoch 14/30... Discriminator Loss: 1.3830... Generator Loss: 0.8000
Epoch 14/30... Discriminator Loss: 1.0199... Generator Loss: 1.1237
Epoch 14/30... Discriminator Loss: 1.1844... Generator Loss: 1.4886
Epoch 14/30... Discriminator Loss: 1.3482... Generator Loss: 0.5878
Epoch 14/30... Discriminator Loss: 1.4099... Generator Loss: 0.9078
Epoch 14/30... Discriminator Loss: 1.2308... Generator Loss: 0.6901
Epoch 14/30... Discriminator Loss: 1.4081... Generator Loss: 0.8573
Epoch 14/30... Discriminator Loss: 1.7646... Generator Loss: 0.3167
Epoch 14/30... Discriminator Loss: 1.0776... Generator Loss: 0.8132
Epoch 14/30... Discriminator Loss: 1.0437... Generator Loss: 0.8407
Epoch 14/30... Discriminator Loss: 1.5801... Generator Loss: 0.3500
Epoch 14/30... Discriminator Loss: 1.4052... Generator Loss: 0.6404
Epoch 14/30... Discriminator Loss: 1.2607... Generator Loss: 0.8338
Epoch 14/30... Discriminator Loss: 1.3121... Generator Loss: 0.6319
Epoch 14/30... Discriminator Loss: 1.4660... Generator Loss: 0.8530
Epoch 14/30... Discriminator Loss: 1.3507... Generator Loss: 0.8528
Epoch 14/30... Discriminator Loss: 1.5508... Generator Loss: 0.4306
Epoch 14/30... Discriminator Loss: 1.2679... Generator Loss: 0.6106
Epoch 14/30... Discriminator Loss: 1.3099... Generator Loss: 0.6045
Epoch 14/30... Discriminator Loss: 1.3321... Generator Loss: 0.6467
Epoch 14/30... Discriminator Loss: 1.2982... Generator Loss: 0.6054
Epoch 14/30... Discriminator Loss: 1.1989... Generator Loss: 0.7874
Epoch 14/30... Discriminator Loss: 1.2403... Generator Loss: 0.9145
Epoch 14/30... Discriminator Loss: 1.4125... Generator Loss: 0.6129
Epoch 14/30... Discriminator Loss: 1.2471... Generator Loss: 1.0876
Epoch 14/30... Discriminator Loss: 1.1863... Generator Loss: 0.9793
Epoch 14/30... Discriminator Loss: 1.2105... Generator Loss: 0.7969
Epoch 14/30... Discriminator Loss: 1.1308... Generator Loss: 0.9138
Epoch 14/30... Discriminator Loss: 1.3704... Generator Loss: 0.7780
Epoch 14/30... Discriminator Loss: 1.2326... Generator Loss: 0.6806
Epoch 14/30... Discriminator Loss: 1.5182... Generator Loss: 0.4416
Epoch 14/30... Discriminator Loss: 1.5950... Generator Loss: 0.6759
Epoch 14/30... Discriminator Loss: 1.4771... Generator Loss: 0.4457
Epoch 14/30... Discriminator Loss: 1.2347... Generator Loss: 0.6333
Epoch 14/30... Discriminator Loss: 1.1889... Generator Loss: 0.7543
Epoch 14/30... Discriminator Loss: 1.1202... Generator Loss: 0.9571
Epoch 14/30... Discriminator Loss: 1.2499... Generator Loss: 0.7399
Epoch 14/30... Discriminator Loss: 1.4226... Generator Loss: 0.4989
Epoch 14/30... Discriminator Loss: 1.1344... Generator Loss: 0.7123
Epoch 14/30... Discriminator Loss: 1.4004... Generator Loss: 0.4335
Epoch 14/30... Discriminator Loss: 1.4929... Generator Loss: 0.4130
Epoch 14/30... Discriminator Loss: 1.0950... Generator Loss: 0.8908
Epoch 14/30... Discriminator Loss: 1.2699... Generator Loss: 0.8875
Epoch 14/30... Discriminator Loss: 1.3966... Generator Loss: 1.0363
Epoch 14/30... Discriminator Loss: 1.4344... Generator Loss: 0.5027
Epoch 14/30... Discriminator Loss: 1.0084... Generator Loss: 0.9365
Epoch 14/30... Discriminator Loss: 1.3030... Generator Loss: 0.6358
Epoch 14/30... Discriminator Loss: 1.3519... Generator Loss: 0.6202
Epoch 14/30... Discriminator Loss: 1.9472... Generator Loss: 0.5129
Epoch 14/30... Discriminator Loss: 1.6745... Generator Loss: 1.6192
Epoch 14/30... Discriminator Loss: 1.5387... Generator Loss: 0.3847
Epoch 14/30... Discriminator Loss: 1.1630... Generator Loss: 0.8735
Epoch 14/30... Discriminator Loss: 1.4071... Generator Loss: 1.4377
Epoch 14/30... Discriminator Loss: 1.2172... Generator Loss: 0.5552
Epoch 14/30... Discriminator Loss: 1.1812... Generator Loss: 0.7128
Epoch 14/30... Discriminator Loss: 1.2844... Generator Loss: 0.6962
Epoch 14/30... Discriminator Loss: 1.5326... Generator Loss: 0.7146
Epoch 14/30... Discriminator Loss: 1.3530... Generator Loss: 0.4949
Epoch 14/30... Discriminator Loss: 1.2704... Generator Loss: 0.6781
Epoch 14/30... Discriminator Loss: 1.3511... Generator Loss: 0.9895
Epoch 14/30... Discriminator Loss: 1.2203... Generator Loss: 0.8516
Epoch 14/30... Discriminator Loss: 1.3398... Generator Loss: 0.6081
Epoch 14/30... Discriminator Loss: 1.2000... Generator Loss: 0.8929
Epoch 14/30... Discriminator Loss: 1.0676... Generator Loss: 0.9115
Epoch 14/30... Discriminator Loss: 1.4478... Generator Loss: 0.7703
Epoch 14/30... Discriminator Loss: 1.3055... Generator Loss: 0.9560
Epoch 14/30... Discriminator Loss: 1.2033... Generator Loss: 0.9598
Epoch 14/30... Discriminator Loss: 1.1674... Generator Loss: 0.8352
Epoch 14/30... Discriminator Loss: 1.5253... Generator Loss: 1.4599
Epoch 14/30... Discriminator Loss: 1.7195... Generator Loss: 0.4131
Epoch 14/30... Discriminator Loss: 1.3580... Generator Loss: 0.8764
Epoch 14/30... Discriminator Loss: 1.3604... Generator Loss: 0.6174
Epoch 14/30... Discriminator Loss: 1.2695... Generator Loss: 1.0337
Epoch 14/30... Discriminator Loss: 1.2538... Generator Loss: 0.8555
Epoch 14/30... Discriminator Loss: 1.4154... Generator Loss: 0.7799
Epoch 14/30... Discriminator Loss: 1.4901... Generator Loss: 0.4294
Epoch 14/30... Discriminator Loss: 1.4027... Generator Loss: 0.5125
Epoch 14/30... Discriminator Loss: 1.3547... Generator Loss: 0.8625
Epoch 14/30... Discriminator Loss: 1.3897... Generator Loss: 0.5492
Epoch 14/30... Discriminator Loss: 1.3311... Generator Loss: 0.9401
Epoch 14/30... Discriminator Loss: 1.4029... Generator Loss: 0.5511
Epoch 14/30... Discriminator Loss: 1.1431... Generator Loss: 0.8335
Epoch 14/30... Discriminator Loss: 1.3269... Generator Loss: 0.6388
Epoch 14/30... Discriminator Loss: 1.3258... Generator Loss: 0.6642
Epoch 14/30... Discriminator Loss: 1.3223... Generator Loss: 0.5539
Epoch 14/30... Discriminator Loss: 1.1734... Generator Loss: 1.0616
Epoch 14/30... Discriminator Loss: 1.0873... Generator Loss: 1.4487
Epoch 14/30... Discriminator Loss: 1.5686... Generator Loss: 0.4096
Epoch 14/30... Discriminator Loss: 1.1448... Generator Loss: 0.9835
Epoch 14/30... Discriminator Loss: 1.1638... Generator Loss: 1.1111
Epoch 14/30... Discriminator Loss: 1.3481... Generator Loss: 0.5106
Epoch 14/30... Discriminator Loss: 1.4467... Generator Loss: 0.3842
Epoch 14/30... Discriminator Loss: 1.4341... Generator Loss: 0.7120
Epoch 14/30... Discriminator Loss: 1.4112... Generator Loss: 0.4684
Epoch 14/30... Discriminator Loss: 1.4205... Generator Loss: 0.6248
Epoch 14/30... Discriminator Loss: 1.4031... Generator Loss: 0.4080
Epoch 14/30... Discriminator Loss: 1.2865... Generator Loss: 0.7266
Epoch 14/30... Discriminator Loss: 1.4247... Generator Loss: 0.7921
Epoch 14/30... Discriminator Loss: 1.3770... Generator Loss: 0.6542
Epoch 14/30... Discriminator Loss: 1.0526... Generator Loss: 1.0592
Epoch 14/30... Discriminator Loss: 1.2403... Generator Loss: 0.5200
Epoch 14/30... Discriminator Loss: 1.1385... Generator Loss: 1.3859
Epoch 14/30... Discriminator Loss: 1.1873... Generator Loss: 1.0089
Epoch 14/30... Discriminator Loss: 1.3519... Generator Loss: 0.8692
Epoch 14/30... Discriminator Loss: 1.4613... Generator Loss: 0.5294
Epoch 14/30... Discriminator Loss: 1.4091... Generator Loss: 0.4707
Epoch 14/30... Discriminator Loss: 1.4294... Generator Loss: 0.7732
Epoch 14/30... Discriminator Loss: 1.6535... Generator Loss: 1.5480
Epoch 14/30... Discriminator Loss: 1.3567... Generator Loss: 0.8861
Epoch 14/30... Discriminator Loss: 1.2916... Generator Loss: 0.9379
Epoch 14/30... Discriminator Loss: 1.3827... Generator Loss: 0.6139
Epoch 14/30... Discriminator Loss: 1.6090... Generator Loss: 0.3862
Epoch 14/30... Discriminator Loss: 1.2163... Generator Loss: 0.7392
Epoch 14/30... Discriminator Loss: 1.6597... Generator Loss: 0.7150
Epoch 14/30... Discriminator Loss: 1.3642... Generator Loss: 0.7590
Epoch 14/30... Discriminator Loss: 1.6327... Generator Loss: 0.4650
Epoch 14/30... Discriminator Loss: 1.4504... Generator Loss: 0.7131
Epoch 14/30... Discriminator Loss: 1.5230... Generator Loss: 1.2977
Epoch 14/30... Discriminator Loss: 1.3125... Generator Loss: 0.7113
Epoch 14/30... Discriminator Loss: 1.1628... Generator Loss: 0.9921
Epoch 14/30... Discriminator Loss: 1.1769... Generator Loss: 0.7034
Epoch 14/30... Discriminator Loss: 1.4543... Generator Loss: 0.8415
Epoch 14/30... Discriminator Loss: 1.4285... Generator Loss: 0.5640
Epoch 14/30... Discriminator Loss: 1.3477... Generator Loss: 1.2456
Epoch 14/30... Discriminator Loss: 1.2011... Generator Loss: 1.3597
Epoch 14/30... Discriminator Loss: 1.4471... Generator Loss: 0.4692
Epoch 14/30... Discriminator Loss: 1.3784... Generator Loss: 0.7026
Epoch 14/30... Discriminator Loss: 1.5097... Generator Loss: 0.4155
Epoch 14/30... Discriminator Loss: 1.3912... Generator Loss: 0.5823
Epoch 14/30... Discriminator Loss: 1.3532... Generator Loss: 0.7479
Epoch 14/30... Discriminator Loss: 1.5325... Generator Loss: 0.4904
Epoch 14/30... Discriminator Loss: 1.2721... Generator Loss: 0.6744
Epoch 14/30... Discriminator Loss: 1.2740... Generator Loss: 1.7069
Epoch 14/30... Discriminator Loss: 1.0426... Generator Loss: 0.6958
Epoch 14/30... Discriminator Loss: 1.0949... Generator Loss: 0.9433
epoch_i 14
Epoch 15/30... Discriminator Loss: 1.2292... Generator Loss: 0.6835
Epoch 15/30... Discriminator Loss: 1.2939... Generator Loss: 0.7425
Epoch 15/30... Discriminator Loss: 1.2562... Generator Loss: 0.6983
Epoch 15/30... Discriminator Loss: 1.2969... Generator Loss: 0.6904
Epoch 15/30... Discriminator Loss: 1.4988... Generator Loss: 0.4449
Epoch 15/30... Discriminator Loss: 1.3396... Generator Loss: 0.9858
Epoch 15/30... Discriminator Loss: 1.3408... Generator Loss: 0.7404
Epoch 15/30... Discriminator Loss: 1.2989... Generator Loss: 0.8008
Epoch 15/30... Discriminator Loss: 1.2644... Generator Loss: 0.9097
Epoch 15/30... Discriminator Loss: 1.2194... Generator Loss: 0.5848
Epoch 15/30... Discriminator Loss: 1.3218... Generator Loss: 0.8142
Epoch 15/30... Discriminator Loss: 1.3208... Generator Loss: 0.7323
Epoch 15/30... Discriminator Loss: 1.3263... Generator Loss: 0.5598
Epoch 15/30... Discriminator Loss: 1.2597... Generator Loss: 0.6800
Epoch 15/30... Discriminator Loss: 1.2053... Generator Loss: 0.9313
Epoch 15/30... Discriminator Loss: 1.5242... Generator Loss: 0.4169
Epoch 15/30... Discriminator Loss: 1.4427... Generator Loss: 0.4493
Epoch 15/30... Discriminator Loss: 1.3021... Generator Loss: 0.6877
Epoch 15/30... Discriminator Loss: 1.4241... Generator Loss: 1.1285
Epoch 15/30... Discriminator Loss: 1.4098... Generator Loss: 0.9991
Epoch 15/30... Discriminator Loss: 1.3220... Generator Loss: 0.6354
Epoch 15/30... Discriminator Loss: 1.3959... Generator Loss: 0.5244
Epoch 15/30... Discriminator Loss: 1.6775... Generator Loss: 0.3736
Epoch 15/30... Discriminator Loss: 1.4064... Generator Loss: 0.5889
Epoch 15/30... Discriminator Loss: 1.4426... Generator Loss: 1.1525
Epoch 15/30... Discriminator Loss: 1.3339... Generator Loss: 0.9718
Epoch 15/30... Discriminator Loss: 1.3001... Generator Loss: 0.5799
Epoch 15/30... Discriminator Loss: 1.4816... Generator Loss: 0.4105
Epoch 15/30... Discriminator Loss: 1.3418... Generator Loss: 0.5972
Epoch 15/30... Discriminator Loss: 1.3521... Generator Loss: 0.5377
Epoch 15/30... Discriminator Loss: 1.3079... Generator Loss: 0.7311
Epoch 15/30... Discriminator Loss: 1.5515... Generator Loss: 0.4367
Epoch 15/30... Discriminator Loss: 1.2893... Generator Loss: 1.0064
Epoch 15/30... Discriminator Loss: 1.7404... Generator Loss: 0.3039
Epoch 15/30... Discriminator Loss: 1.3555... Generator Loss: 0.9105
Epoch 15/30... Discriminator Loss: 1.3739... Generator Loss: 0.4815
Epoch 15/30... Discriminator Loss: 1.3702... Generator Loss: 0.6162
Epoch 15/30... Discriminator Loss: 1.1193... Generator Loss: 0.9784
Epoch 15/30... Discriminator Loss: 1.5275... Generator Loss: 0.6475
Epoch 15/30... Discriminator Loss: 1.2390... Generator Loss: 0.7362
Epoch 15/30... Discriminator Loss: 1.3404... Generator Loss: 0.7045
Epoch 15/30... Discriminator Loss: 1.4268... Generator Loss: 0.5016
Epoch 15/30... Discriminator Loss: 1.3707... Generator Loss: 0.5971
Epoch 15/30... Discriminator Loss: 1.1889... Generator Loss: 0.8264
Epoch 15/30... Discriminator Loss: 1.3830... Generator Loss: 0.6844
Epoch 15/30... Discriminator Loss: 1.1152... Generator Loss: 1.0535
Epoch 15/30... Discriminator Loss: 1.2817... Generator Loss: 0.7790
Epoch 15/30... Discriminator Loss: 1.3818... Generator Loss: 0.6294
Epoch 15/30... Discriminator Loss: 1.2950... Generator Loss: 0.8125
Epoch 15/30... Discriminator Loss: 1.2351... Generator Loss: 0.8258
Epoch 15/30... Discriminator Loss: 1.2958... Generator Loss: 0.7962
Epoch 15/30... Discriminator Loss: 1.4712... Generator Loss: 0.5279
Epoch 15/30... Discriminator Loss: 1.3342... Generator Loss: 0.6210
Epoch 15/30... Discriminator Loss: 1.3330... Generator Loss: 0.6817
Epoch 15/30... Discriminator Loss: 1.1982... Generator Loss: 0.8550
Epoch 15/30... Discriminator Loss: 1.4170... Generator Loss: 0.8034
Epoch 15/30... Discriminator Loss: 1.6356... Generator Loss: 0.3478
Epoch 15/30... Discriminator Loss: 1.1510... Generator Loss: 0.9061
Epoch 15/30... Discriminator Loss: 1.1699... Generator Loss: 0.6627
Epoch 15/30... Discriminator Loss: 1.3317... Generator Loss: 0.6159
Epoch 15/30... Discriminator Loss: 1.5399... Generator Loss: 0.4601
Epoch 15/30... Discriminator Loss: 1.1911... Generator Loss: 1.1454
Epoch 15/30... Discriminator Loss: 1.3951... Generator Loss: 0.5896
Epoch 15/30... Discriminator Loss: 1.3411... Generator Loss: 0.6116
Epoch 15/30... Discriminator Loss: 1.4371... Generator Loss: 0.9719
Epoch 15/30... Discriminator Loss: 1.4609... Generator Loss: 0.4615
Epoch 15/30... Discriminator Loss: 1.4416... Generator Loss: 0.5045
Epoch 15/30... Discriminator Loss: 1.3137... Generator Loss: 0.7907
Epoch 15/30... Discriminator Loss: 1.2349... Generator Loss: 0.6548
Epoch 15/30... Discriminator Loss: 1.2483... Generator Loss: 0.8835
Epoch 15/30... Discriminator Loss: 1.2615... Generator Loss: 0.6552
Epoch 15/30... Discriminator Loss: 1.2906... Generator Loss: 1.0490
Epoch 15/30... Discriminator Loss: 1.2534... Generator Loss: 0.7508
Epoch 15/30... Discriminator Loss: 0.9432... Generator Loss: 1.2860
Epoch 15/30... Discriminator Loss: 1.3519... Generator Loss: 0.6425
Epoch 15/30... Discriminator Loss: 1.3518... Generator Loss: 0.7912
Epoch 15/30... Discriminator Loss: 1.4669... Generator Loss: 0.8433
Epoch 15/30... Discriminator Loss: 1.1127... Generator Loss: 0.8778
Epoch 15/30... Discriminator Loss: 1.3388... Generator Loss: 0.6118
Epoch 15/30... Discriminator Loss: 1.1043... Generator Loss: 0.7835
Epoch 15/30... Discriminator Loss: 0.9274... Generator Loss: 1.0569
Epoch 15/30... Discriminator Loss: 1.5983... Generator Loss: 0.3274
Epoch 15/30... Discriminator Loss: 1.3538... Generator Loss: 0.6352
Epoch 15/30... Discriminator Loss: 1.1696... Generator Loss: 0.5803
Epoch 15/30... Discriminator Loss: 1.4200... Generator Loss: 0.9225
Epoch 15/30... Discriminator Loss: 1.1595... Generator Loss: 0.9684
Epoch 15/30... Discriminator Loss: 1.2170... Generator Loss: 0.5612
Epoch 15/30... Discriminator Loss: 1.3278... Generator Loss: 1.0534
Epoch 15/30... Discriminator Loss: 1.2533... Generator Loss: 0.5994
Epoch 15/30... Discriminator Loss: 1.2685... Generator Loss: 0.5704
Epoch 15/30... Discriminator Loss: 1.4528... Generator Loss: 0.5100
Epoch 15/30... Discriminator Loss: 1.2349... Generator Loss: 0.7753
Epoch 15/30... Discriminator Loss: 1.3003... Generator Loss: 0.7619
Epoch 15/30... Discriminator Loss: 1.2095... Generator Loss: 0.8396
Epoch 15/30... Discriminator Loss: 1.3169... Generator Loss: 0.8665
Epoch 15/30... Discriminator Loss: 1.7430... Generator Loss: 0.2899
Epoch 15/30... Discriminator Loss: 2.3063... Generator Loss: 0.9948
Epoch 15/30... Discriminator Loss: 1.3569... Generator Loss: 0.6592
Epoch 15/30... Discriminator Loss: 1.5002... Generator Loss: 0.3790
Epoch 15/30... Discriminator Loss: 1.3616... Generator Loss: 0.8360
Epoch 15/30... Discriminator Loss: 1.6009... Generator Loss: 0.6044
Epoch 15/30... Discriminator Loss: 1.5038... Generator Loss: 0.4161
Epoch 15/30... Discriminator Loss: 1.3352... Generator Loss: 0.7957
Epoch 15/30... Discriminator Loss: 1.4146... Generator Loss: 0.5236
Epoch 15/30... Discriminator Loss: 1.0414... Generator Loss: 0.8932
Epoch 15/30... Discriminator Loss: 1.3448... Generator Loss: 0.7911
Epoch 15/30... Discriminator Loss: 1.4122... Generator Loss: 0.5046
Epoch 15/30... Discriminator Loss: 1.3830... Generator Loss: 0.6666
Epoch 15/30... Discriminator Loss: 1.1379... Generator Loss: 1.3187
Epoch 15/30... Discriminator Loss: 1.4086... Generator Loss: 0.5851
Epoch 15/30... Discriminator Loss: 1.2157... Generator Loss: 0.8763
Epoch 15/30... Discriminator Loss: 1.8457... Generator Loss: 0.9449
Epoch 15/30... Discriminator Loss: 1.2964... Generator Loss: 0.6409
Epoch 15/30... Discriminator Loss: 1.3455... Generator Loss: 0.5515
Epoch 15/30... Discriminator Loss: 1.3259... Generator Loss: 0.5569
Epoch 15/30... Discriminator Loss: 1.3238... Generator Loss: 0.6482
Epoch 15/30... Discriminator Loss: 1.3614... Generator Loss: 0.5947
Epoch 15/30... Discriminator Loss: 1.1400... Generator Loss: 0.7132
Epoch 15/30... Discriminator Loss: 1.3075... Generator Loss: 0.7586
Epoch 15/30... Discriminator Loss: 1.1994... Generator Loss: 0.7981
Epoch 15/30... Discriminator Loss: 1.3631... Generator Loss: 0.6907
Epoch 15/30... Discriminator Loss: 1.3631... Generator Loss: 0.6832
Epoch 15/30... Discriminator Loss: 1.4819... Generator Loss: 0.5041
Epoch 15/30... Discriminator Loss: 1.2910... Generator Loss: 0.4916
Epoch 15/30... Discriminator Loss: 1.8981... Generator Loss: 0.2086
Epoch 15/30... Discriminator Loss: 1.3145... Generator Loss: 0.9656
Epoch 15/30... Discriminator Loss: 1.2663... Generator Loss: 0.7445
Epoch 15/30... Discriminator Loss: 1.4033... Generator Loss: 0.7552
Epoch 15/30... Discriminator Loss: 1.2284... Generator Loss: 0.7224
Epoch 15/30... Discriminator Loss: 1.4981... Generator Loss: 0.4678
Epoch 15/30... Discriminator Loss: 1.1222... Generator Loss: 0.9313
Epoch 15/30... Discriminator Loss: 1.4949... Generator Loss: 0.4002
Epoch 15/30... Discriminator Loss: 1.1741... Generator Loss: 0.7265
Epoch 15/30... Discriminator Loss: 1.3097... Generator Loss: 0.7313
Epoch 15/30... Discriminator Loss: 0.9300... Generator Loss: 0.6764
Epoch 15/30... Discriminator Loss: 1.3731... Generator Loss: 1.1740
Epoch 15/30... Discriminator Loss: 1.4233... Generator Loss: 0.5250
Epoch 15/30... Discriminator Loss: 1.1243... Generator Loss: 1.4181
Epoch 15/30... Discriminator Loss: 1.3226... Generator Loss: 1.0021
Epoch 15/30... Discriminator Loss: 1.3323... Generator Loss: 0.8191
Epoch 15/30... Discriminator Loss: 1.2455... Generator Loss: 0.8607
Epoch 15/30... Discriminator Loss: 1.5080... Generator Loss: 0.4872
Epoch 15/30... Discriminator Loss: 1.1656... Generator Loss: 0.8802
Epoch 15/30... Discriminator Loss: 1.1120... Generator Loss: 0.9280
Epoch 15/30... Discriminator Loss: 1.2684... Generator Loss: 0.7523
Epoch 15/30... Discriminator Loss: 1.1923... Generator Loss: 1.8682
Epoch 15/30... Discriminator Loss: 1.4487... Generator Loss: 0.3890
Epoch 15/30... Discriminator Loss: 1.4771... Generator Loss: 0.8976
Epoch 15/30... Discriminator Loss: 1.1081... Generator Loss: 0.7146
Epoch 15/30... Discriminator Loss: 1.1854... Generator Loss: 0.8027
Epoch 15/30... Discriminator Loss: 1.3688... Generator Loss: 0.4857
Epoch 15/30... Discriminator Loss: 1.3414... Generator Loss: 0.4104
Epoch 15/30... Discriminator Loss: 1.1345... Generator Loss: 1.1367
Epoch 15/30... Discriminator Loss: 1.3404... Generator Loss: 0.8237
Epoch 15/30... Discriminator Loss: 1.5555... Generator Loss: 0.6537
Epoch 15/30... Discriminator Loss: 1.2072... Generator Loss: 0.9775
Epoch 15/30... Discriminator Loss: 1.5644... Generator Loss: 0.4869
Epoch 15/30... Discriminator Loss: 1.4971... Generator Loss: 0.4657
Epoch 15/30... Discriminator Loss: 1.3153... Generator Loss: 0.6080
epoch_i 15
Epoch 16/30... Discriminator Loss: 1.2738... Generator Loss: 0.5993
Epoch 16/30... Discriminator Loss: 1.3344... Generator Loss: 0.9123
Epoch 16/30... Discriminator Loss: 1.1823... Generator Loss: 0.7622
Epoch 16/30... Discriminator Loss: 1.2630... Generator Loss: 0.5928
Epoch 16/30... Discriminator Loss: 1.0933... Generator Loss: 1.2464
Epoch 16/30... Discriminator Loss: 1.4672... Generator Loss: 1.3135
Epoch 16/30... Discriminator Loss: 1.3667... Generator Loss: 0.4166
Epoch 16/30... Discriminator Loss: 1.4280... Generator Loss: 0.7416
Epoch 16/30... Discriminator Loss: 1.5167... Generator Loss: 0.4684
Epoch 16/30... Discriminator Loss: 1.3578... Generator Loss: 0.7187
Epoch 16/30... Discriminator Loss: 1.1292... Generator Loss: 0.7312
Epoch 16/30... Discriminator Loss: 1.5402... Generator Loss: 1.3056
Epoch 16/30... Discriminator Loss: 1.4704... Generator Loss: 0.5122
Epoch 16/30... Discriminator Loss: 1.3836... Generator Loss: 0.6183
Epoch 16/30... Discriminator Loss: 1.1718... Generator Loss: 1.0015
Epoch 16/30... Discriminator Loss: 1.2215... Generator Loss: 0.9054
Epoch 16/30... Discriminator Loss: 1.5437... Generator Loss: 0.3258
Epoch 16/30... Discriminator Loss: 1.2701... Generator Loss: 0.5781
Epoch 16/30... Discriminator Loss: 1.1263... Generator Loss: 0.8516
Epoch 16/30... Discriminator Loss: 1.4177... Generator Loss: 0.4872
Epoch 16/30... Discriminator Loss: 1.4153... Generator Loss: 0.8381
Epoch 16/30... Discriminator Loss: 1.3573... Generator Loss: 0.8218
Epoch 16/30... Discriminator Loss: 1.2889... Generator Loss: 0.5294
Epoch 16/30... Discriminator Loss: 1.5291... Generator Loss: 1.2209
Epoch 16/30... Discriminator Loss: 1.4406... Generator Loss: 0.6509
Epoch 16/30... Discriminator Loss: 1.1387... Generator Loss: 0.8113
Epoch 16/30... Discriminator Loss: 1.2507... Generator Loss: 0.7615
Epoch 16/30... Discriminator Loss: 1.2500... Generator Loss: 0.7292
Epoch 16/30... Discriminator Loss: 1.3791... Generator Loss: 0.7012
Epoch 16/30... Discriminator Loss: 1.6070... Generator Loss: 0.7610
Epoch 16/30... Discriminator Loss: 1.4891... Generator Loss: 0.6956
Epoch 16/30... Discriminator Loss: 1.2743... Generator Loss: 0.8918
Epoch 16/30... Discriminator Loss: 1.3522... Generator Loss: 0.5976
Epoch 16/30... Discriminator Loss: 1.5892... Generator Loss: 1.0508
Epoch 16/30... Discriminator Loss: 1.4312... Generator Loss: 0.5011
Epoch 16/30... Discriminator Loss: 1.4211... Generator Loss: 0.5982
Epoch 16/30... Discriminator Loss: 1.1008... Generator Loss: 0.7376
Epoch 16/30... Discriminator Loss: 1.6710... Generator Loss: 0.5999
Epoch 16/30... Discriminator Loss: 1.6677... Generator Loss: 0.6850
Epoch 16/30... Discriminator Loss: 1.3131... Generator Loss: 0.5804
Epoch 16/30... Discriminator Loss: 1.8419... Generator Loss: 0.3261
Epoch 16/30... Discriminator Loss: 1.0571... Generator Loss: 0.8655
Epoch 16/30... Discriminator Loss: 1.4427... Generator Loss: 0.6934
Epoch 16/30... Discriminator Loss: 1.4777... Generator Loss: 1.3466
Epoch 16/30... Discriminator Loss: 1.2632... Generator Loss: 0.8501
Epoch 16/30... Discriminator Loss: 1.1742... Generator Loss: 0.7428
Epoch 16/30... Discriminator Loss: 1.5188... Generator Loss: 0.9245
Epoch 16/30... Discriminator Loss: 1.2800... Generator Loss: 0.9840
Epoch 16/30... Discriminator Loss: 1.2818... Generator Loss: 0.8779
Epoch 16/30... Discriminator Loss: 1.2980... Generator Loss: 0.6703
Epoch 16/30... Discriminator Loss: 1.1959... Generator Loss: 0.6803
Epoch 16/30... Discriminator Loss: 1.2969... Generator Loss: 0.9013
Epoch 16/30... Discriminator Loss: 1.4787... Generator Loss: 0.4880
Epoch 16/30... Discriminator Loss: 1.3072... Generator Loss: 0.6347
Epoch 16/30... Discriminator Loss: 1.3870... Generator Loss: 0.5257
Epoch 16/30... Discriminator Loss: 1.5724... Generator Loss: 0.3549
Epoch 16/30... Discriminator Loss: 1.3620... Generator Loss: 1.0505
Epoch 16/30... Discriminator Loss: 1.4883... Generator Loss: 0.5797
Epoch 16/30... Discriminator Loss: 1.2779... Generator Loss: 0.7525
Epoch 16/30... Discriminator Loss: 1.3874... Generator Loss: 0.5473
Epoch 16/30... Discriminator Loss: 1.1944... Generator Loss: 1.0614
Epoch 16/30... Discriminator Loss: 1.7971... Generator Loss: 0.2891
Epoch 16/30... Discriminator Loss: 1.6406... Generator Loss: 0.6211
Epoch 16/30... Discriminator Loss: 1.3581... Generator Loss: 1.0067
Epoch 16/30... Discriminator Loss: 1.3213... Generator Loss: 0.5761
Epoch 16/30... Discriminator Loss: 1.3432... Generator Loss: 0.7861
Epoch 16/30... Discriminator Loss: 1.3959... Generator Loss: 0.5739
Epoch 16/30... Discriminator Loss: 1.4452... Generator Loss: 0.6499
Epoch 16/30... Discriminator Loss: 1.4322... Generator Loss: 0.6786
Epoch 16/30... Discriminator Loss: 1.4010... Generator Loss: 0.6543
Epoch 16/30... Discriminator Loss: 1.2292... Generator Loss: 0.8054
Epoch 16/30... Discriminator Loss: 1.4886... Generator Loss: 0.5399
Epoch 16/30... Discriminator Loss: 1.2993... Generator Loss: 0.8258
Epoch 16/30... Discriminator Loss: 1.7183... Generator Loss: 0.7975
Epoch 16/30... Discriminator Loss: 1.3153... Generator Loss: 0.9479
Epoch 16/30... Discriminator Loss: 1.3250... Generator Loss: 1.1462
Epoch 16/30... Discriminator Loss: 1.2432... Generator Loss: 0.6162
Epoch 16/30... Discriminator Loss: 1.4350... Generator Loss: 0.7048
Epoch 16/30... Discriminator Loss: 1.2888... Generator Loss: 0.8179
Epoch 16/30... Discriminator Loss: 1.1793... Generator Loss: 0.6759
Epoch 16/30... Discriminator Loss: 1.3569... Generator Loss: 0.7702
Epoch 16/30... Discriminator Loss: 1.1951... Generator Loss: 0.7481
Epoch 16/30... Discriminator Loss: 1.3391... Generator Loss: 0.6536
Epoch 16/30... Discriminator Loss: 1.2195... Generator Loss: 0.7730
Epoch 16/30... Discriminator Loss: 1.4497... Generator Loss: 0.7966
Epoch 16/30... Discriminator Loss: 1.2955... Generator Loss: 0.9751
Epoch 16/30... Discriminator Loss: 1.4023... Generator Loss: 0.9880
Epoch 16/30... Discriminator Loss: 1.3902... Generator Loss: 0.6968
Epoch 16/30... Discriminator Loss: 1.2664... Generator Loss: 0.6204
Epoch 16/30... Discriminator Loss: 1.4497... Generator Loss: 0.4577
Epoch 16/30... Discriminator Loss: 1.4028... Generator Loss: 0.7393
Epoch 16/30... Discriminator Loss: 1.3350... Generator Loss: 0.5698
Epoch 16/30... Discriminator Loss: 1.1890... Generator Loss: 0.7010
Epoch 16/30... Discriminator Loss: 1.4843... Generator Loss: 0.4560
Epoch 16/30... Discriminator Loss: 1.5371... Generator Loss: 0.4828
Epoch 16/30... Discriminator Loss: 1.3226... Generator Loss: 0.5796
Epoch 16/30... Discriminator Loss: 1.3073... Generator Loss: 0.7236
Epoch 16/30... Discriminator Loss: 1.3390... Generator Loss: 0.6203
Epoch 16/30... Discriminator Loss: 1.3538... Generator Loss: 0.6374
Epoch 16/30... Discriminator Loss: 1.3590... Generator Loss: 0.5477
Epoch 16/30... Discriminator Loss: 1.3457... Generator Loss: 0.8647
Epoch 16/30... Discriminator Loss: 1.4287... Generator Loss: 0.5556
Epoch 16/30... Discriminator Loss: 1.4147... Generator Loss: 0.5672
Epoch 16/30... Discriminator Loss: 1.3190... Generator Loss: 0.5897
Epoch 16/30... Discriminator Loss: 1.3974... Generator Loss: 0.7536
Epoch 16/30... Discriminator Loss: 1.1340... Generator Loss: 0.8444
Epoch 16/30... Discriminator Loss: 1.3306... Generator Loss: 0.4740
Epoch 16/30... Discriminator Loss: 1.3707... Generator Loss: 0.4986
Epoch 16/30... Discriminator Loss: 1.3841... Generator Loss: 0.4936
Epoch 16/30... Discriminator Loss: 1.2595... Generator Loss: 0.8315
Epoch 16/30... Discriminator Loss: 1.3150... Generator Loss: 1.1606
Epoch 16/30... Discriminator Loss: 1.5866... Generator Loss: 1.0081
Epoch 16/30... Discriminator Loss: 1.4407... Generator Loss: 0.4390
Epoch 16/30... Discriminator Loss: 1.1983... Generator Loss: 0.6181
Epoch 16/30... Discriminator Loss: 1.3072... Generator Loss: 0.6092
Epoch 16/30... Discriminator Loss: 1.2918... Generator Loss: 0.6944
Epoch 16/30... Discriminator Loss: 1.4127... Generator Loss: 0.6130
Epoch 16/30... Discriminator Loss: 1.3460... Generator Loss: 0.6501
Epoch 16/30... Discriminator Loss: 1.3237... Generator Loss: 0.6770
Epoch 16/30... Discriminator Loss: 1.2170... Generator Loss: 1.1575
Epoch 16/30... Discriminator Loss: 1.2540... Generator Loss: 0.6649
Epoch 16/30... Discriminator Loss: 1.2168... Generator Loss: 0.6196
Epoch 16/30... Discriminator Loss: 1.3118... Generator Loss: 0.6195
Epoch 16/30... Discriminator Loss: 1.3943... Generator Loss: 0.7312
Epoch 16/30... Discriminator Loss: 1.2939... Generator Loss: 0.7682
Epoch 16/30... Discriminator Loss: 1.4745... Generator Loss: 0.8305
Epoch 16/30... Discriminator Loss: 1.3385... Generator Loss: 0.5116
Epoch 16/30... Discriminator Loss: 1.2772... Generator Loss: 0.7819
Epoch 16/30... Discriminator Loss: 1.5055... Generator Loss: 1.9551
Epoch 16/30... Discriminator Loss: 1.4981... Generator Loss: 1.1918
Epoch 16/30... Discriminator Loss: 1.6040... Generator Loss: 0.3943
Epoch 16/30... Discriminator Loss: 1.4558... Generator Loss: 0.6087
Epoch 16/30... Discriminator Loss: 1.3525... Generator Loss: 0.7555
Epoch 16/30... Discriminator Loss: 1.5035... Generator Loss: 1.1587
Epoch 16/30... Discriminator Loss: 1.5874... Generator Loss: 0.7999
Epoch 16/30... Discriminator Loss: 1.3310... Generator Loss: 0.5802
Epoch 16/30... Discriminator Loss: 1.3090... Generator Loss: 0.6007
Epoch 16/30... Discriminator Loss: 1.5333... Generator Loss: 0.5470
Epoch 16/30... Discriminator Loss: 1.3621... Generator Loss: 0.7140
Epoch 16/30... Discriminator Loss: 1.3861... Generator Loss: 0.6476
Epoch 16/30... Discriminator Loss: 1.4693... Generator Loss: 0.4977
Epoch 16/30... Discriminator Loss: 1.3990... Generator Loss: 0.6851
Epoch 16/30... Discriminator Loss: 1.2862... Generator Loss: 1.0165
Epoch 16/30... Discriminator Loss: 1.1982... Generator Loss: 0.7643
Epoch 16/30... Discriminator Loss: 1.3336... Generator Loss: 0.8210
Epoch 16/30... Discriminator Loss: 1.3923... Generator Loss: 0.5590
Epoch 16/30... Discriminator Loss: 1.3179... Generator Loss: 0.7100
Epoch 16/30... Discriminator Loss: 1.6031... Generator Loss: 0.7474
Epoch 16/30... Discriminator Loss: 1.3718... Generator Loss: 0.6934
Epoch 16/30... Discriminator Loss: 1.2939... Generator Loss: 0.5818
Epoch 16/30... Discriminator Loss: 1.5422... Generator Loss: 0.3670
Epoch 16/30... Discriminator Loss: 1.3589... Generator Loss: 0.5901
Epoch 16/30... Discriminator Loss: 1.2163... Generator Loss: 0.7359
Epoch 16/30... Discriminator Loss: 1.2706... Generator Loss: 0.9703
Epoch 16/30... Discriminator Loss: 1.2638... Generator Loss: 1.0853
Epoch 16/30... Discriminator Loss: 1.2576... Generator Loss: 0.7172
Epoch 16/30... Discriminator Loss: 1.3068... Generator Loss: 0.7726
Epoch 16/30... Discriminator Loss: 1.2955... Generator Loss: 0.5838
epoch_i 16
Epoch 17/30... Discriminator Loss: 1.5077... Generator Loss: 0.4760
Epoch 17/30... Discriminator Loss: 1.3065... Generator Loss: 0.8176
Epoch 17/30... Discriminator Loss: 1.1509... Generator Loss: 0.8327
Epoch 17/30... Discriminator Loss: 1.2910... Generator Loss: 0.6247
Epoch 17/30... Discriminator Loss: 1.4660... Generator Loss: 0.7321
Epoch 17/30... Discriminator Loss: 1.4411... Generator Loss: 1.1837
Epoch 17/30... Discriminator Loss: 1.6066... Generator Loss: 0.4522
Epoch 17/30... Discriminator Loss: 1.5572... Generator Loss: 0.4779
Epoch 17/30... Discriminator Loss: 1.2287... Generator Loss: 1.1456
Epoch 17/30... Discriminator Loss: 1.6149... Generator Loss: 0.5700
Epoch 17/30... Discriminator Loss: 1.0838... Generator Loss: 0.6617
Epoch 17/30... Discriminator Loss: 1.0361... Generator Loss: 1.3151
Epoch 17/30... Discriminator Loss: 1.2109... Generator Loss: 0.6364
Epoch 17/30... Discriminator Loss: 1.3618... Generator Loss: 0.7401
Epoch 17/30... Discriminator Loss: 1.7727... Generator Loss: 0.2586
Epoch 17/30... Discriminator Loss: 1.3206... Generator Loss: 0.6912
Epoch 17/30... Discriminator Loss: 1.4917... Generator Loss: 0.7588
Epoch 17/30... Discriminator Loss: 1.4645... Generator Loss: 0.7385
Epoch 17/30... Discriminator Loss: 1.3931... Generator Loss: 0.5999
Epoch 17/30... Discriminator Loss: 1.0340... Generator Loss: 1.2088
Epoch 17/30... Discriminator Loss: 1.1953... Generator Loss: 0.7047
Epoch 17/30... Discriminator Loss: 1.3018... Generator Loss: 1.3459
Epoch 17/30... Discriminator Loss: 1.5400... Generator Loss: 0.3872
Epoch 17/30... Discriminator Loss: 1.3129... Generator Loss: 0.5377
Epoch 17/30... Discriminator Loss: 1.2521... Generator Loss: 0.5608
Epoch 17/30... Discriminator Loss: 1.3234... Generator Loss: 0.6272
Epoch 17/30... Discriminator Loss: 1.3487... Generator Loss: 0.9867
Epoch 17/30... Discriminator Loss: 1.3247... Generator Loss: 0.9477
Epoch 17/30... Discriminator Loss: 1.3782... Generator Loss: 0.8918
Epoch 17/30... Discriminator Loss: 1.7707... Generator Loss: 0.3752
Epoch 17/30... Discriminator Loss: 1.1580... Generator Loss: 0.8353
Epoch 17/30... Discriminator Loss: 1.3263... Generator Loss: 0.7971
Epoch 17/30... Discriminator Loss: 1.4305... Generator Loss: 0.4657
Epoch 17/30... Discriminator Loss: 1.4015... Generator Loss: 0.9350
Epoch 17/30... Discriminator Loss: 1.2532... Generator Loss: 0.7811
Epoch 17/30... Discriminator Loss: 1.4813... Generator Loss: 0.4593
Epoch 17/30... Discriminator Loss: 1.2639... Generator Loss: 0.6925
Epoch 17/30... Discriminator Loss: 1.2482... Generator Loss: 0.6386
Epoch 17/30... Discriminator Loss: 1.2979... Generator Loss: 0.7848
Epoch 17/30... Discriminator Loss: 1.1199... Generator Loss: 0.8741
Epoch 17/30... Discriminator Loss: 1.6715... Generator Loss: 0.2880
Epoch 17/30... Discriminator Loss: 1.2697... Generator Loss: 0.6968
Epoch 17/30... Discriminator Loss: 1.4564... Generator Loss: 0.9569
Epoch 17/30... Discriminator Loss: 1.3563... Generator Loss: 0.7443
Epoch 17/30... Discriminator Loss: 1.4779... Generator Loss: 1.0169
Epoch 17/30... Discriminator Loss: 1.3442... Generator Loss: 0.6702
Epoch 17/30... Discriminator Loss: 1.3331... Generator Loss: 0.6919
Epoch 17/30... Discriminator Loss: 1.4002... Generator Loss: 0.5388
Epoch 17/30... Discriminator Loss: 1.3599... Generator Loss: 0.8710
Epoch 17/30... Discriminator Loss: 1.3228... Generator Loss: 0.6042
Epoch 17/30... Discriminator Loss: 1.2185... Generator Loss: 0.6556
Epoch 17/30... Discriminator Loss: 1.5907... Generator Loss: 0.3410
Epoch 17/30... Discriminator Loss: 1.5558... Generator Loss: 1.0535
Epoch 17/30... Discriminator Loss: 1.2559... Generator Loss: 0.7621
Epoch 17/30... Discriminator Loss: 1.2614... Generator Loss: 0.7515
Epoch 17/30... Discriminator Loss: 1.3819... Generator Loss: 0.4969
Epoch 17/30... Discriminator Loss: 1.5169... Generator Loss: 0.6257
Epoch 17/30... Discriminator Loss: 1.3243... Generator Loss: 0.5184
Epoch 17/30... Discriminator Loss: 1.1247... Generator Loss: 0.9194
Epoch 17/30... Discriminator Loss: 1.4179... Generator Loss: 0.6403
Epoch 17/30... Discriminator Loss: 1.2466... Generator Loss: 0.7649
Epoch 17/30... Discriminator Loss: 1.4087... Generator Loss: 0.7127
Epoch 17/30... Discriminator Loss: 1.2453... Generator Loss: 0.5765
Epoch 17/30... Discriminator Loss: 1.2940... Generator Loss: 1.0151
Epoch 17/30... Discriminator Loss: 1.2174... Generator Loss: 0.7536
Epoch 17/30... Discriminator Loss: 1.3038... Generator Loss: 0.9376
Epoch 17/30... Discriminator Loss: 1.3717... Generator Loss: 0.6784
Epoch 17/30... Discriminator Loss: 1.4297... Generator Loss: 1.2777
Epoch 17/30... Discriminator Loss: 1.2300... Generator Loss: 1.7062
Epoch 17/30... Discriminator Loss: 1.0528... Generator Loss: 0.7808
Epoch 17/30... Discriminator Loss: 1.3234... Generator Loss: 0.5821
Epoch 17/30... Discriminator Loss: 1.2817... Generator Loss: 0.4893
Epoch 17/30... Discriminator Loss: 1.0543... Generator Loss: 0.7548
Epoch 17/30... Discriminator Loss: 1.3923... Generator Loss: 1.2401
Epoch 17/30... Discriminator Loss: 1.3908... Generator Loss: 0.4972
Epoch 17/30... Discriminator Loss: 1.5322... Generator Loss: 0.4355
Epoch 17/30... Discriminator Loss: 1.2691... Generator Loss: 0.5031
Epoch 17/30... Discriminator Loss: 1.5268... Generator Loss: 0.9013
Epoch 17/30... Discriminator Loss: 1.3404... Generator Loss: 0.7987
Epoch 17/30... Discriminator Loss: 1.3335... Generator Loss: 0.7122
Epoch 17/30... Discriminator Loss: 1.3710... Generator Loss: 0.6323
Epoch 17/30... Discriminator Loss: 1.1620... Generator Loss: 1.0338
Epoch 17/30... Discriminator Loss: 1.2851... Generator Loss: 0.8423
Epoch 17/30... Discriminator Loss: 1.2614... Generator Loss: 0.7254
Epoch 17/30... Discriminator Loss: 1.2339... Generator Loss: 0.7084
Epoch 17/30... Discriminator Loss: 1.2846... Generator Loss: 0.7591
Epoch 17/30... Discriminator Loss: 2.4863... Generator Loss: 2.9290
Epoch 17/30... Discriminator Loss: 1.2341... Generator Loss: 0.5336
Epoch 17/30... Discriminator Loss: 1.3693... Generator Loss: 0.6393
Epoch 17/30... Discriminator Loss: 1.3818... Generator Loss: 0.5115
Epoch 17/30... Discriminator Loss: 1.2787... Generator Loss: 0.7148
Epoch 17/30... Discriminator Loss: 1.3440... Generator Loss: 0.5620
Epoch 17/30... Discriminator Loss: 1.5521... Generator Loss: 0.3868
Epoch 17/30... Discriminator Loss: 1.1786... Generator Loss: 0.6127
Epoch 17/30... Discriminator Loss: 1.5535... Generator Loss: 0.4793
Epoch 17/30... Discriminator Loss: 1.3756... Generator Loss: 0.5458
Epoch 17/30... Discriminator Loss: 1.2921... Generator Loss: 0.7139
Epoch 17/30... Discriminator Loss: 1.3160... Generator Loss: 0.6854
Epoch 17/30... Discriminator Loss: 1.2780... Generator Loss: 0.7502
Epoch 17/30... Discriminator Loss: 1.2724... Generator Loss: 0.9041
Epoch 17/30... Discriminator Loss: 1.2262... Generator Loss: 0.6501
Epoch 17/30... Discriminator Loss: 1.2555... Generator Loss: 0.6709
Epoch 17/30... Discriminator Loss: 1.4974... Generator Loss: 0.4432
Epoch 17/30... Discriminator Loss: 1.2766... Generator Loss: 0.6731
Epoch 17/30... Discriminator Loss: 1.3942... Generator Loss: 0.5361
Epoch 17/30... Discriminator Loss: 1.2377... Generator Loss: 0.5906
Epoch 17/30... Discriminator Loss: 1.1828... Generator Loss: 0.6899
Epoch 17/30... Discriminator Loss: 1.3972... Generator Loss: 0.4442
Epoch 17/30... Discriminator Loss: 1.3658... Generator Loss: 0.5745
Epoch 17/30... Discriminator Loss: 1.3803... Generator Loss: 0.4869
Epoch 17/30... Discriminator Loss: 1.4773... Generator Loss: 0.5591
Epoch 17/30... Discriminator Loss: 1.0128... Generator Loss: 0.9053
Epoch 17/30... Discriminator Loss: 1.2792... Generator Loss: 0.7835
Epoch 17/30... Discriminator Loss: 1.3795... Generator Loss: 0.9222
Epoch 17/30... Discriminator Loss: 1.4317... Generator Loss: 0.4615
Epoch 17/30... Discriminator Loss: 1.3470... Generator Loss: 0.9323
Epoch 17/30... Discriminator Loss: 1.4128... Generator Loss: 1.1105
Epoch 17/30... Discriminator Loss: 1.2355... Generator Loss: 0.9333
Epoch 17/30... Discriminator Loss: 1.3819... Generator Loss: 0.9244
Epoch 17/30... Discriminator Loss: 1.2449... Generator Loss: 1.3085
Epoch 17/30... Discriminator Loss: 1.2607... Generator Loss: 0.9235
Epoch 17/30... Discriminator Loss: 1.4428... Generator Loss: 0.7981
Epoch 17/30... Discriminator Loss: 1.3133... Generator Loss: 0.9305
Epoch 17/30... Discriminator Loss: 1.3991... Generator Loss: 0.7030
Epoch 17/30... Discriminator Loss: 1.4005... Generator Loss: 0.9717
Epoch 17/30... Discriminator Loss: 1.3687... Generator Loss: 0.5974
Epoch 17/30... Discriminator Loss: 1.3407... Generator Loss: 0.6445
Epoch 17/30... Discriminator Loss: 1.3247... Generator Loss: 0.7109
Epoch 17/30... Discriminator Loss: 1.2695... Generator Loss: 1.2306
Epoch 17/30... Discriminator Loss: 1.3767... Generator Loss: 0.5274
Epoch 17/30... Discriminator Loss: 1.3594... Generator Loss: 0.4865
Epoch 17/30... Discriminator Loss: 1.2841... Generator Loss: 0.7465
Epoch 17/30... Discriminator Loss: 1.2773... Generator Loss: 0.9316
Epoch 17/30... Discriminator Loss: 1.3326... Generator Loss: 0.5829
Epoch 17/30... Discriminator Loss: 1.4975... Generator Loss: 0.4265
Epoch 17/30... Discriminator Loss: 1.3193... Generator Loss: 0.7174
Epoch 17/30... Discriminator Loss: 1.3604... Generator Loss: 1.0255
Epoch 17/30... Discriminator Loss: 1.2214... Generator Loss: 0.7513
Epoch 17/30... Discriminator Loss: 1.4203... Generator Loss: 0.5110
Epoch 17/30... Discriminator Loss: 0.9964... Generator Loss: 0.9149
Epoch 17/30... Discriminator Loss: 1.2110... Generator Loss: 0.7589
Epoch 17/30... Discriminator Loss: 1.3578... Generator Loss: 0.7406
Epoch 17/30... Discriminator Loss: 1.2899... Generator Loss: 0.5337
Epoch 17/30... Discriminator Loss: 1.2856... Generator Loss: 0.6285
Epoch 17/30... Discriminator Loss: 1.2799... Generator Loss: 0.6705
Epoch 17/30... Discriminator Loss: 1.5377... Generator Loss: 0.4714
Epoch 17/30... Discriminator Loss: 1.1447... Generator Loss: 1.1463
Epoch 17/30... Discriminator Loss: 1.3173... Generator Loss: 0.6500
Epoch 17/30... Discriminator Loss: 1.3892... Generator Loss: 0.8389
Epoch 17/30... Discriminator Loss: 1.3089... Generator Loss: 0.7230
Epoch 17/30... Discriminator Loss: 1.2949... Generator Loss: 0.8788
Epoch 17/30... Discriminator Loss: 1.2786... Generator Loss: 0.7180
Epoch 17/30... Discriminator Loss: 1.4725... Generator Loss: 0.5097
Epoch 17/30... Discriminator Loss: 1.3589... Generator Loss: 0.9250
Epoch 17/30... Discriminator Loss: 1.2292... Generator Loss: 0.9139
Epoch 17/30... Discriminator Loss: 1.4066... Generator Loss: 0.8269
Epoch 17/30... Discriminator Loss: 1.2632... Generator Loss: 0.9194
Epoch 17/30... Discriminator Loss: 1.3748... Generator Loss: 0.8083
epoch_i 17
Epoch 18/30... Discriminator Loss: 1.3179... Generator Loss: 0.5814
Epoch 18/30... Discriminator Loss: 1.1810... Generator Loss: 1.0769
Epoch 18/30... Discriminator Loss: 1.2768... Generator Loss: 0.6091
Epoch 18/30... Discriminator Loss: 1.3427... Generator Loss: 0.6112
Epoch 18/30... Discriminator Loss: 1.3890... Generator Loss: 0.5660
Epoch 18/30... Discriminator Loss: 1.2306... Generator Loss: 0.8865
Epoch 18/30... Discriminator Loss: 1.1231... Generator Loss: 0.7417
Epoch 18/30... Discriminator Loss: 1.5050... Generator Loss: 0.5478
Epoch 18/30... Discriminator Loss: 1.1070... Generator Loss: 0.8067
Epoch 18/30... Discriminator Loss: 1.3222... Generator Loss: 0.7396
Epoch 18/30... Discriminator Loss: 1.3347... Generator Loss: 0.8541
Epoch 18/30... Discriminator Loss: 1.5558... Generator Loss: 0.4200
Epoch 18/30... Discriminator Loss: 1.5719... Generator Loss: 1.0457
Epoch 18/30... Discriminator Loss: 1.6081... Generator Loss: 0.3756
Epoch 18/30... Discriminator Loss: 1.3779... Generator Loss: 1.0331
Epoch 18/30... Discriminator Loss: 1.5425... Generator Loss: 0.4562
Epoch 18/30... Discriminator Loss: 1.0517... Generator Loss: 0.7830
Epoch 18/30... Discriminator Loss: 1.2961... Generator Loss: 0.6523
Epoch 18/30... Discriminator Loss: 1.2176... Generator Loss: 0.9698
Epoch 18/30... Discriminator Loss: 1.3398... Generator Loss: 0.8883
Epoch 18/30... Discriminator Loss: 1.6327... Generator Loss: 0.8443
Epoch 18/30... Discriminator Loss: 1.3200... Generator Loss: 0.6176
Epoch 18/30... Discriminator Loss: 1.2048... Generator Loss: 0.7124
Epoch 18/30... Discriminator Loss: 1.2070... Generator Loss: 0.5767
Epoch 18/30... Discriminator Loss: 1.3328... Generator Loss: 0.7444
Epoch 18/30... Discriminator Loss: 1.1725... Generator Loss: 1.1119
Epoch 18/30... Discriminator Loss: 1.6969... Generator Loss: 1.9938
Epoch 18/30... Discriminator Loss: 1.4924... Generator Loss: 1.0130
Epoch 18/30... Discriminator Loss: 1.1851... Generator Loss: 1.1109
Epoch 18/30... Discriminator Loss: 1.3482... Generator Loss: 0.6730
Epoch 18/30... Discriminator Loss: 1.2320... Generator Loss: 0.8643
Epoch 18/30... Discriminator Loss: 1.2433... Generator Loss: 0.7950
Epoch 18/30... Discriminator Loss: 1.2531... Generator Loss: 0.7733
Epoch 18/30... Discriminator Loss: 1.4894... Generator Loss: 0.8275
Epoch 18/30... Discriminator Loss: 1.2540... Generator Loss: 0.6063
Epoch 18/30... Discriminator Loss: 1.3589... Generator Loss: 0.5299
Epoch 18/30... Discriminator Loss: 1.3153... Generator Loss: 0.6318
Epoch 18/30... Discriminator Loss: 1.1752... Generator Loss: 1.0262
Epoch 18/30... Discriminator Loss: 1.3317... Generator Loss: 0.7355
Epoch 18/30... Discriminator Loss: 1.2034... Generator Loss: 0.5802
Epoch 18/30... Discriminator Loss: 1.3620... Generator Loss: 0.5373
Epoch 18/30... Discriminator Loss: 1.4547... Generator Loss: 0.4060
Epoch 18/30... Discriminator Loss: 1.3154... Generator Loss: 0.5529
Epoch 18/30... Discriminator Loss: 1.3455... Generator Loss: 0.6366
Epoch 18/30... Discriminator Loss: 1.5086... Generator Loss: 1.0447
Epoch 18/30... Discriminator Loss: 1.4364... Generator Loss: 0.5599
Epoch 18/30... Discriminator Loss: 1.4087... Generator Loss: 0.4857
Epoch 18/30... Discriminator Loss: 1.2218... Generator Loss: 0.7674
Epoch 18/30... Discriminator Loss: 1.3694... Generator Loss: 0.5072
Epoch 18/30... Discriminator Loss: 1.1981... Generator Loss: 0.8817
Epoch 18/30... Discriminator Loss: 1.2457... Generator Loss: 0.6903
Epoch 18/30... Discriminator Loss: 1.3822... Generator Loss: 0.9049
Epoch 18/30... Discriminator Loss: 1.1930... Generator Loss: 0.7724
Epoch 18/30... Discriminator Loss: 1.3734... Generator Loss: 0.7869
Epoch 18/30... Discriminator Loss: 1.2616... Generator Loss: 0.8484
Epoch 18/30... Discriminator Loss: 1.2942... Generator Loss: 1.1378
Epoch 18/30... Discriminator Loss: 1.2282... Generator Loss: 1.0085
Epoch 18/30... Discriminator Loss: 1.1952... Generator Loss: 1.2503
Epoch 18/30... Discriminator Loss: 1.4340... Generator Loss: 0.7694
Epoch 18/30... Discriminator Loss: 1.4851... Generator Loss: 1.5606
Epoch 18/30... Discriminator Loss: 1.3673... Generator Loss: 1.3272
Epoch 18/30... Discriminator Loss: 1.3237... Generator Loss: 0.7051
Epoch 18/30... Discriminator Loss: 1.3677... Generator Loss: 0.7112
Epoch 18/30... Discriminator Loss: 1.2687... Generator Loss: 0.5759
Epoch 18/30... Discriminator Loss: 1.3640... Generator Loss: 0.4659
Epoch 18/30... Discriminator Loss: 1.2664... Generator Loss: 1.2939
Epoch 18/30... Discriminator Loss: 1.4335... Generator Loss: 0.4332
Epoch 18/30... Discriminator Loss: 1.6235... Generator Loss: 1.1864
Epoch 18/30... Discriminator Loss: 1.1519... Generator Loss: 1.4813
Epoch 18/30... Discriminator Loss: 1.2516... Generator Loss: 0.6743
Epoch 18/30... Discriminator Loss: 1.3403... Generator Loss: 0.7104
Epoch 18/30... Discriminator Loss: 1.2783... Generator Loss: 0.8723
Epoch 18/30... Discriminator Loss: 1.4472... Generator Loss: 0.7337
Epoch 18/30... Discriminator Loss: 1.2649... Generator Loss: 0.8277
Epoch 18/30... Discriminator Loss: 1.2706... Generator Loss: 0.6919
Epoch 18/30... Discriminator Loss: 1.3917... Generator Loss: 0.7107
Epoch 18/30... Discriminator Loss: 1.5010... Generator Loss: 0.3863
Epoch 18/30... Discriminator Loss: 1.6566... Generator Loss: 0.5766
Epoch 18/30... Discriminator Loss: 1.3738... Generator Loss: 0.5660
Epoch 18/30... Discriminator Loss: 1.4778... Generator Loss: 0.4680
Epoch 18/30... Discriminator Loss: 1.4110... Generator Loss: 0.5946
Epoch 18/30... Discriminator Loss: 1.2836... Generator Loss: 1.0947
Epoch 18/30... Discriminator Loss: 1.4373... Generator Loss: 0.5742
Epoch 18/30... Discriminator Loss: 1.3867... Generator Loss: 0.4792
Epoch 18/30... Discriminator Loss: 1.5648... Generator Loss: 0.4661
Epoch 18/30... Discriminator Loss: 1.4115... Generator Loss: 0.6342
Epoch 18/30... Discriminator Loss: 2.2077... Generator Loss: 2.0664
Epoch 18/30... Discriminator Loss: 1.3550... Generator Loss: 0.6139
Epoch 18/30... Discriminator Loss: 1.3094... Generator Loss: 1.0074
Epoch 18/30... Discriminator Loss: 1.3845... Generator Loss: 1.3373
Epoch 18/30... Discriminator Loss: 1.3692... Generator Loss: 0.6734
Epoch 18/30... Discriminator Loss: 1.4388... Generator Loss: 0.5430
Epoch 18/30... Discriminator Loss: 1.2067... Generator Loss: 0.6285
Epoch 18/30... Discriminator Loss: 1.2060... Generator Loss: 0.7813
Epoch 18/30... Discriminator Loss: 1.5871... Generator Loss: 0.4317
Epoch 18/30... Discriminator Loss: 1.1896... Generator Loss: 0.8713
Epoch 18/30... Discriminator Loss: 1.3413... Generator Loss: 0.6868
Epoch 18/30... Discriminator Loss: 1.2182... Generator Loss: 0.7735
Epoch 18/30... Discriminator Loss: 1.4037... Generator Loss: 0.8059
Epoch 18/30... Discriminator Loss: 1.5091... Generator Loss: 0.4720
Epoch 18/30... Discriminator Loss: 1.2373... Generator Loss: 0.5606
Epoch 18/30... Discriminator Loss: 1.2059... Generator Loss: 0.6900
Epoch 18/30... Discriminator Loss: 1.4264... Generator Loss: 0.4806
Epoch 18/30... Discriminator Loss: 1.5303... Generator Loss: 0.7466
Epoch 18/30... Discriminator Loss: 1.3348... Generator Loss: 0.6754
Epoch 18/30... Discriminator Loss: 1.2869... Generator Loss: 0.5785
Epoch 18/30... Discriminator Loss: 1.3261... Generator Loss: 0.7294
Epoch 18/30... Discriminator Loss: 1.2772... Generator Loss: 0.5989
Epoch 18/30... Discriminator Loss: 1.6503... Generator Loss: 0.3610
Epoch 18/30... Discriminator Loss: 1.0967... Generator Loss: 0.9849
Epoch 18/30... Discriminator Loss: 1.3363... Generator Loss: 0.8848
Epoch 18/30... Discriminator Loss: 1.4512... Generator Loss: 1.1532
Epoch 18/30... Discriminator Loss: 1.0173... Generator Loss: 1.0779
Epoch 18/30... Discriminator Loss: 1.3013... Generator Loss: 0.8588
Epoch 18/30... Discriminator Loss: 1.5103... Generator Loss: 0.7668
Epoch 18/30... Discriminator Loss: 1.0752... Generator Loss: 0.8529
Epoch 18/30... Discriminator Loss: 1.2462... Generator Loss: 0.5874
Epoch 18/30... Discriminator Loss: 1.4147... Generator Loss: 0.5372
Epoch 18/30... Discriminator Loss: 1.6273... Generator Loss: 0.9583
Epoch 18/30... Discriminator Loss: 1.1496... Generator Loss: 0.7524
Epoch 18/30... Discriminator Loss: 1.6047... Generator Loss: 0.3997
Epoch 18/30... Discriminator Loss: 1.3863... Generator Loss: 0.5063
Epoch 18/30... Discriminator Loss: 1.4303... Generator Loss: 0.7157
Epoch 18/30... Discriminator Loss: 1.3428... Generator Loss: 0.6155
Epoch 18/30... Discriminator Loss: 1.4123... Generator Loss: 0.6359
Epoch 18/30... Discriminator Loss: 1.3466... Generator Loss: 0.5659
Epoch 18/30... Discriminator Loss: 1.1502... Generator Loss: 1.0003
Epoch 18/30... Discriminator Loss: 1.4104... Generator Loss: 0.7691
Epoch 18/30... Discriminator Loss: 1.3991... Generator Loss: 0.4070
Epoch 18/30... Discriminator Loss: 1.2762... Generator Loss: 1.0267
Epoch 18/30... Discriminator Loss: 1.2284... Generator Loss: 0.7913
Epoch 18/30... Discriminator Loss: 1.1727... Generator Loss: 0.8450
Epoch 18/30... Discriminator Loss: 1.1446... Generator Loss: 0.8401
Epoch 18/30... Discriminator Loss: 1.1553... Generator Loss: 0.6536
Epoch 18/30... Discriminator Loss: 1.3594... Generator Loss: 0.6773
Epoch 18/30... Discriminator Loss: 1.4484... Generator Loss: 0.4628
Epoch 18/30... Discriminator Loss: 1.4338... Generator Loss: 0.5089
Epoch 18/30... Discriminator Loss: 1.2720... Generator Loss: 0.6958
Epoch 18/30... Discriminator Loss: 1.4375... Generator Loss: 0.5024
Epoch 18/30... Discriminator Loss: 1.1569... Generator Loss: 0.8405
Epoch 18/30... Discriminator Loss: 1.2074... Generator Loss: 0.9358
Epoch 18/30... Discriminator Loss: 1.2503... Generator Loss: 0.9917
Epoch 18/30... Discriminator Loss: 1.4282... Generator Loss: 0.7659
Epoch 18/30... Discriminator Loss: 1.1843... Generator Loss: 0.7851
Epoch 18/30... Discriminator Loss: 1.2361... Generator Loss: 0.7371
Epoch 18/30... Discriminator Loss: 1.1882... Generator Loss: 0.8340
Epoch 18/30... Discriminator Loss: 1.4136... Generator Loss: 0.5105
Epoch 18/30... Discriminator Loss: 1.3266... Generator Loss: 0.6357
Epoch 18/30... Discriminator Loss: 1.2099... Generator Loss: 0.9163
Epoch 18/30... Discriminator Loss: 1.1216... Generator Loss: 1.0275
Epoch 18/30... Discriminator Loss: 1.2636... Generator Loss: 0.7874
Epoch 18/30... Discriminator Loss: 1.1974... Generator Loss: 1.1392
Epoch 18/30... Discriminator Loss: 1.3312... Generator Loss: 0.6603
Epoch 18/30... Discriminator Loss: 1.6346... Generator Loss: 0.7953
Epoch 18/30... Discriminator Loss: 1.2182... Generator Loss: 0.6934
Epoch 18/30... Discriminator Loss: 1.2380... Generator Loss: 0.6602
Epoch 18/30... Discriminator Loss: 1.4710... Generator Loss: 0.4457
Epoch 18/30... Discriminator Loss: 1.3764... Generator Loss: 0.5943
epoch_i 18
Epoch 19/30... Discriminator Loss: 1.4574... Generator Loss: 0.8682
Epoch 19/30... Discriminator Loss: 1.4976... Generator Loss: 0.8191
Epoch 19/30... Discriminator Loss: 1.6311... Generator Loss: 0.7753
Epoch 19/30... Discriminator Loss: 1.3000... Generator Loss: 0.9443
Epoch 19/30... Discriminator Loss: 1.5921... Generator Loss: 0.8899
Epoch 19/30... Discriminator Loss: 1.2035... Generator Loss: 1.1142
Epoch 19/30... Discriminator Loss: 1.2808... Generator Loss: 0.5943
Epoch 19/30... Discriminator Loss: 1.4222... Generator Loss: 0.6148
Epoch 19/30... Discriminator Loss: 1.4440... Generator Loss: 0.6179
Epoch 19/30... Discriminator Loss: 1.3039... Generator Loss: 0.8756
Epoch 19/30... Discriminator Loss: 1.3272... Generator Loss: 0.5652
Epoch 19/30... Discriminator Loss: 1.2069... Generator Loss: 0.8084
Epoch 19/30... Discriminator Loss: 1.5060... Generator Loss: 1.3936
Epoch 19/30... Discriminator Loss: 1.3489... Generator Loss: 0.5592
Epoch 19/30... Discriminator Loss: 0.9173... Generator Loss: 0.9694
Epoch 19/30... Discriminator Loss: 1.2659... Generator Loss: 0.6459
Epoch 19/30... Discriminator Loss: 1.5293... Generator Loss: 0.4560
Epoch 19/30... Discriminator Loss: 1.2115... Generator Loss: 0.5551
Epoch 19/30... Discriminator Loss: 1.2207... Generator Loss: 0.7756
Epoch 19/30... Discriminator Loss: 1.3992... Generator Loss: 1.2641
Epoch 19/30... Discriminator Loss: 1.1064... Generator Loss: 1.1801
Epoch 19/30... Discriminator Loss: 1.3340... Generator Loss: 0.9771
Epoch 19/30... Discriminator Loss: 1.3037... Generator Loss: 0.5555
Epoch 19/30... Discriminator Loss: 1.3015... Generator Loss: 0.8622
Epoch 19/30... Discriminator Loss: 1.3464... Generator Loss: 1.5228
Epoch 19/30... Discriminator Loss: 1.2063... Generator Loss: 0.8819
Epoch 19/30... Discriminator Loss: 1.3207... Generator Loss: 0.4621
Epoch 19/30... Discriminator Loss: 1.4311... Generator Loss: 0.3822
Epoch 19/30... Discriminator Loss: 1.3265... Generator Loss: 0.5479
Epoch 19/30... Discriminator Loss: 1.2087... Generator Loss: 0.9709
Epoch 19/30... Discriminator Loss: 1.2618... Generator Loss: 0.9026
Epoch 19/30... Discriminator Loss: 1.3607... Generator Loss: 0.6463
Epoch 19/30... Discriminator Loss: 1.1010... Generator Loss: 1.1446
Epoch 19/30... Discriminator Loss: 1.2628... Generator Loss: 0.9376
Epoch 19/30... Discriminator Loss: 1.4237... Generator Loss: 0.4089
Epoch 19/30... Discriminator Loss: 1.2569... Generator Loss: 0.7106
Epoch 19/30... Discriminator Loss: 1.4334... Generator Loss: 0.5052
Epoch 19/30... Discriminator Loss: 1.1431... Generator Loss: 0.8055
Epoch 19/30... Discriminator Loss: 1.3087... Generator Loss: 0.7184
Epoch 19/30... Discriminator Loss: 1.3035... Generator Loss: 0.8516
Epoch 19/30... Discriminator Loss: 1.4673... Generator Loss: 0.4560
Epoch 19/30... Discriminator Loss: 1.4652... Generator Loss: 0.5285
Epoch 19/30... Discriminator Loss: 1.4327... Generator Loss: 0.6551
Epoch 19/30... Discriminator Loss: 1.2792... Generator Loss: 0.6640
Epoch 19/30... Discriminator Loss: 1.3289... Generator Loss: 0.7156
Epoch 19/30... Discriminator Loss: 1.1462... Generator Loss: 0.8606
Epoch 19/30... Discriminator Loss: 1.1417... Generator Loss: 0.7686
Epoch 19/30... Discriminator Loss: 1.2579... Generator Loss: 0.8355
Epoch 19/30... Discriminator Loss: 1.4103... Generator Loss: 1.0865
Epoch 19/30... Discriminator Loss: 1.1672... Generator Loss: 0.9444
Epoch 19/30... Discriminator Loss: 1.3969... Generator Loss: 0.8138
Epoch 19/30... Discriminator Loss: 1.3288... Generator Loss: 0.7849
Epoch 19/30... Discriminator Loss: 1.0891... Generator Loss: 0.9200
Epoch 19/30... Discriminator Loss: 1.4464... Generator Loss: 0.5541
Epoch 19/30... Discriminator Loss: 1.3719... Generator Loss: 0.5910
Epoch 19/30... Discriminator Loss: 1.4825... Generator Loss: 0.5012
Epoch 19/30... Discriminator Loss: 1.3233... Generator Loss: 0.7412
Epoch 19/30... Discriminator Loss: 1.2550... Generator Loss: 0.6639
Epoch 19/30... Discriminator Loss: 1.2401... Generator Loss: 0.7864
Epoch 19/30... Discriminator Loss: 1.2936... Generator Loss: 0.6814
Epoch 19/30... Discriminator Loss: 1.4144... Generator Loss: 0.6440
Epoch 19/30... Discriminator Loss: 1.3526... Generator Loss: 0.7210
Epoch 19/30... Discriminator Loss: 1.3774... Generator Loss: 0.6147
Epoch 19/30... Discriminator Loss: 1.4089... Generator Loss: 0.4320
Epoch 19/30... Discriminator Loss: 1.2570... Generator Loss: 0.6878
Epoch 19/30... Discriminator Loss: 1.1961... Generator Loss: 0.7081
Epoch 19/30... Discriminator Loss: 1.2861... Generator Loss: 0.8794
Epoch 19/30... Discriminator Loss: 1.2815... Generator Loss: 0.7928
Epoch 19/30... Discriminator Loss: 1.1828... Generator Loss: 0.6211
Epoch 19/30... Discriminator Loss: 1.2584... Generator Loss: 0.7685
Epoch 19/30... Discriminator Loss: 1.3532... Generator Loss: 0.7234
Epoch 19/30... Discriminator Loss: 1.3714... Generator Loss: 0.5507
Epoch 19/30... Discriminator Loss: 1.3901... Generator Loss: 1.0763
Epoch 19/30... Discriminator Loss: 1.4465... Generator Loss: 0.6455
Epoch 19/30... Discriminator Loss: 1.4751... Generator Loss: 0.4792
Epoch 19/30... Discriminator Loss: 1.2893... Generator Loss: 0.5712
Epoch 19/30... Discriminator Loss: 1.1550... Generator Loss: 0.8900
Epoch 19/30... Discriminator Loss: 1.3077... Generator Loss: 0.9655
Epoch 19/30... Discriminator Loss: 1.3681... Generator Loss: 0.5692
Epoch 19/30... Discriminator Loss: 1.2240... Generator Loss: 0.9912
Epoch 19/30... Discriminator Loss: 1.4157... Generator Loss: 0.6617
Epoch 19/30... Discriminator Loss: 1.2964... Generator Loss: 0.8418
Epoch 19/30... Discriminator Loss: 1.1937... Generator Loss: 0.8200
Epoch 19/30... Discriminator Loss: 1.2441... Generator Loss: 0.7612
Epoch 19/30... Discriminator Loss: 1.3683... Generator Loss: 0.8761
Epoch 19/30... Discriminator Loss: 1.4678... Generator Loss: 0.6147
Epoch 19/30... Discriminator Loss: 1.2060... Generator Loss: 1.3649
Epoch 19/30... Discriminator Loss: 1.3263... Generator Loss: 0.9629
Epoch 19/30... Discriminator Loss: 1.1399... Generator Loss: 0.9044
Epoch 19/30... Discriminator Loss: 1.2180... Generator Loss: 0.6579
Epoch 19/30... Discriminator Loss: 1.3066... Generator Loss: 0.7644
Epoch 19/30... Discriminator Loss: 1.0849... Generator Loss: 1.0349
Epoch 19/30... Discriminator Loss: 1.3831... Generator Loss: 0.9561
Epoch 19/30... Discriminator Loss: 1.4079... Generator Loss: 0.6008
Epoch 19/30... Discriminator Loss: 1.3116... Generator Loss: 0.8444
Epoch 19/30... Discriminator Loss: 1.3427... Generator Loss: 0.5345
Epoch 19/30... Discriminator Loss: 1.2216... Generator Loss: 0.7552
Epoch 19/30... Discriminator Loss: 1.2504... Generator Loss: 0.6927
Epoch 19/30... Discriminator Loss: 1.2077... Generator Loss: 1.0834
Epoch 19/30... Discriminator Loss: 2.4964... Generator Loss: 1.7366
Epoch 19/30... Discriminator Loss: 1.3455... Generator Loss: 0.9751
Epoch 19/30... Discriminator Loss: 1.1732... Generator Loss: 0.6697
Epoch 19/30... Discriminator Loss: 1.1056... Generator Loss: 1.1566
Epoch 19/30... Discriminator Loss: 1.1503... Generator Loss: 1.0947
Epoch 19/30... Discriminator Loss: 1.2822... Generator Loss: 0.6039
Epoch 19/30... Discriminator Loss: 1.2123... Generator Loss: 0.6060
Epoch 19/30... Discriminator Loss: 1.2832... Generator Loss: 0.5022
Epoch 19/30... Discriminator Loss: 1.2574... Generator Loss: 0.7708
Epoch 19/30... Discriminator Loss: 1.1919... Generator Loss: 1.1220
Epoch 19/30... Discriminator Loss: 1.2879... Generator Loss: 0.9214
Epoch 19/30... Discriminator Loss: 1.2156... Generator Loss: 1.0766
Epoch 19/30... Discriminator Loss: 1.1066... Generator Loss: 1.6867
Epoch 19/30... Discriminator Loss: 1.1877... Generator Loss: 0.8905
Epoch 19/30... Discriminator Loss: 1.3155... Generator Loss: 0.5529
Epoch 19/30... Discriminator Loss: 1.3282... Generator Loss: 0.6487
Epoch 19/30... Discriminator Loss: 1.2623... Generator Loss: 0.9994
Epoch 19/30... Discriminator Loss: 1.4100... Generator Loss: 0.5100
Epoch 19/30... Discriminator Loss: 1.4813... Generator Loss: 0.5888
Epoch 19/30... Discriminator Loss: 1.2487... Generator Loss: 0.8619
Epoch 19/30... Discriminator Loss: 1.3141... Generator Loss: 0.8674
Epoch 19/30... Discriminator Loss: 1.4099... Generator Loss: 0.5604
Epoch 19/30... Discriminator Loss: 1.3917... Generator Loss: 0.6389
Epoch 19/30... Discriminator Loss: 1.3104... Generator Loss: 1.0098
Epoch 19/30... Discriminator Loss: 1.3604... Generator Loss: 0.5683
Epoch 19/30... Discriminator Loss: 1.1408... Generator Loss: 0.8173
Epoch 19/30... Discriminator Loss: 1.1774... Generator Loss: 0.8395
Epoch 19/30... Discriminator Loss: 1.1032... Generator Loss: 0.7582
Epoch 19/30... Discriminator Loss: 1.3285... Generator Loss: 0.5030
Epoch 19/30... Discriminator Loss: 1.2590... Generator Loss: 0.4880
Epoch 19/30... Discriminator Loss: 1.2879... Generator Loss: 0.7453
Epoch 19/30... Discriminator Loss: 1.3387... Generator Loss: 0.5405
Epoch 19/30... Discriminator Loss: 1.2946... Generator Loss: 0.5806
Epoch 19/30... Discriminator Loss: 1.3713... Generator Loss: 0.7353
Epoch 19/30... Discriminator Loss: 1.6472... Generator Loss: 0.3065
Epoch 19/30... Discriminator Loss: 1.4471... Generator Loss: 0.4902
Epoch 19/30... Discriminator Loss: 1.2806... Generator Loss: 0.8488
Epoch 19/30... Discriminator Loss: 1.4560... Generator Loss: 0.4953
Epoch 19/30... Discriminator Loss: 1.3923... Generator Loss: 0.7271
Epoch 19/30... Discriminator Loss: 1.5033... Generator Loss: 0.7641
Epoch 19/30... Discriminator Loss: 1.4547... Generator Loss: 0.5685
Epoch 19/30... Discriminator Loss: 1.1771... Generator Loss: 0.9911
Epoch 19/30... Discriminator Loss: 1.4107... Generator Loss: 0.7286
Epoch 19/30... Discriminator Loss: 1.2880... Generator Loss: 0.8100
Epoch 19/30... Discriminator Loss: 1.3452... Generator Loss: 0.9603
Epoch 19/30... Discriminator Loss: 1.3866... Generator Loss: 0.9416
Epoch 19/30... Discriminator Loss: 1.3288... Generator Loss: 0.5205
Epoch 19/30... Discriminator Loss: 1.4152... Generator Loss: 0.5306
Epoch 19/30... Discriminator Loss: 1.5849... Generator Loss: 1.2031
Epoch 19/30... Discriminator Loss: 1.4300... Generator Loss: 0.7677
Epoch 19/30... Discriminator Loss: 1.3459... Generator Loss: 0.7401
Epoch 19/30... Discriminator Loss: 1.4680... Generator Loss: 0.4345
Epoch 19/30... Discriminator Loss: 1.4240... Generator Loss: 0.9294
Epoch 19/30... Discriminator Loss: 1.3910... Generator Loss: 1.0135
Epoch 19/30... Discriminator Loss: 1.3291... Generator Loss: 0.6130
Epoch 19/30... Discriminator Loss: 1.3010... Generator Loss: 0.8057
Epoch 19/30... Discriminator Loss: 1.2075... Generator Loss: 0.7955
Epoch 19/30... Discriminator Loss: 1.3470... Generator Loss: 0.7133
Epoch 19/30... Discriminator Loss: 1.1942... Generator Loss: 0.7519
epoch_i 19
Epoch 20/30... Discriminator Loss: 1.2183... Generator Loss: 0.7549
Epoch 20/30... Discriminator Loss: 1.4137... Generator Loss: 0.4655
Epoch 20/30... Discriminator Loss: 1.2715... Generator Loss: 0.6241
Epoch 20/30... Discriminator Loss: 1.2863... Generator Loss: 0.7801
Epoch 20/30... Discriminator Loss: 1.4397... Generator Loss: 0.6313
Epoch 20/30... Discriminator Loss: 1.4895... Generator Loss: 1.0091
Epoch 20/30... Discriminator Loss: 1.1125... Generator Loss: 0.8801
Epoch 20/30... Discriminator Loss: 1.2191... Generator Loss: 0.7825
Epoch 20/30... Discriminator Loss: 1.4203... Generator Loss: 0.9445
Epoch 20/30... Discriminator Loss: 1.3430... Generator Loss: 0.5008
Epoch 20/30... Discriminator Loss: 1.4222... Generator Loss: 0.4456
Epoch 20/30... Discriminator Loss: 1.3445... Generator Loss: 0.7272
Epoch 20/30... Discriminator Loss: 1.1910... Generator Loss: 0.8724
Epoch 20/30... Discriminator Loss: 1.3135... Generator Loss: 0.6109
Epoch 20/30... Discriminator Loss: 1.3354... Generator Loss: 0.5633
Epoch 20/30... Discriminator Loss: 1.2838... Generator Loss: 0.6319
Epoch 20/30... Discriminator Loss: 1.0735... Generator Loss: 1.1260
Epoch 20/30... Discriminator Loss: 1.3237... Generator Loss: 0.9253
Epoch 20/30... Discriminator Loss: 1.2546... Generator Loss: 0.7587
Epoch 20/30... Discriminator Loss: 1.3004... Generator Loss: 0.7556
Epoch 20/30... Discriminator Loss: 1.1599... Generator Loss: 0.9461
Epoch 20/30... Discriminator Loss: 1.4799... Generator Loss: 0.6084
Epoch 20/30... Discriminator Loss: 1.2951... Generator Loss: 0.6472
Epoch 20/30... Discriminator Loss: 1.3263... Generator Loss: 0.5997
Epoch 20/30... Discriminator Loss: 1.3662... Generator Loss: 0.9978
Epoch 20/30... Discriminator Loss: 1.2325... Generator Loss: 1.0690
Epoch 20/30... Discriminator Loss: 1.3604... Generator Loss: 0.6446
Epoch 20/30... Discriminator Loss: 1.4165... Generator Loss: 0.4822
Epoch 20/30... Discriminator Loss: 1.3676... Generator Loss: 0.4848
Epoch 20/30... Discriminator Loss: 1.2741... Generator Loss: 0.5799
Epoch 20/30... Discriminator Loss: 1.4215... Generator Loss: 1.4522
Epoch 20/30... Discriminator Loss: 1.6474... Generator Loss: 0.2892
Epoch 20/30... Discriminator Loss: 1.3871... Generator Loss: 0.5175
Epoch 20/30... Discriminator Loss: 1.4887... Generator Loss: 0.4103
Epoch 20/30... Discriminator Loss: 1.1198... Generator Loss: 0.7811
Epoch 20/30... Discriminator Loss: 1.1273... Generator Loss: 0.7872
Epoch 20/30... Discriminator Loss: 1.4542... Generator Loss: 0.4624
Epoch 20/30... Discriminator Loss: 1.1650... Generator Loss: 0.7712
Epoch 20/30... Discriminator Loss: 1.4069... Generator Loss: 0.5371
Epoch 20/30... Discriminator Loss: 1.2881... Generator Loss: 0.6629
Epoch 20/30... Discriminator Loss: 1.2846... Generator Loss: 0.7921
Epoch 20/30... Discriminator Loss: 1.2915... Generator Loss: 0.7417
Epoch 20/30... Discriminator Loss: 1.4429... Generator Loss: 0.4402
Epoch 20/30... Discriminator Loss: 1.2725... Generator Loss: 0.6621
Epoch 20/30... Discriminator Loss: 1.1995... Generator Loss: 1.0741
Epoch 20/30... Discriminator Loss: 1.4512... Generator Loss: 0.8571
Epoch 20/30... Discriminator Loss: 1.2114... Generator Loss: 1.1728
Epoch 20/30... Discriminator Loss: 1.2809... Generator Loss: 0.8722
Epoch 20/30... Discriminator Loss: 1.3051... Generator Loss: 0.9006
Epoch 20/30... Discriminator Loss: 1.1182... Generator Loss: 0.8339
Epoch 20/30... Discriminator Loss: 1.2323... Generator Loss: 0.9911
Epoch 20/30... Discriminator Loss: 1.2193... Generator Loss: 0.6783
Epoch 20/30... Discriminator Loss: 1.4608... Generator Loss: 0.4561
Epoch 20/30... Discriminator Loss: 1.3068... Generator Loss: 0.5873
Epoch 20/30... Discriminator Loss: 1.3153... Generator Loss: 0.6528
Epoch 20/30... Discriminator Loss: 1.5502... Generator Loss: 0.6186
Epoch 20/30... Discriminator Loss: 1.0647... Generator Loss: 0.9803
Epoch 20/30... Discriminator Loss: 1.1529... Generator Loss: 1.2452
Epoch 20/30... Discriminator Loss: 1.3182... Generator Loss: 0.8149
Epoch 20/30... Discriminator Loss: 1.3309... Generator Loss: 0.8648
Epoch 20/30... Discriminator Loss: 1.4441... Generator Loss: 0.4898
Epoch 20/30... Discriminator Loss: 1.3382... Generator Loss: 0.7490
Epoch 20/30... Discriminator Loss: 1.5331... Generator Loss: 0.4110
Epoch 20/30... Discriminator Loss: 1.2836... Generator Loss: 0.7213
Epoch 20/30... Discriminator Loss: 1.2824... Generator Loss: 0.9689
Epoch 20/30... Discriminator Loss: 1.3507... Generator Loss: 0.5132
Epoch 20/30... Discriminator Loss: 1.2818... Generator Loss: 0.7157
Epoch 20/30... Discriminator Loss: 1.4641... Generator Loss: 1.1082
Epoch 20/30... Discriminator Loss: 1.2641... Generator Loss: 0.7078
Epoch 20/30... Discriminator Loss: 1.3028... Generator Loss: 0.7042
Epoch 20/30... Discriminator Loss: 1.2611... Generator Loss: 0.7973
Epoch 20/30... Discriminator Loss: 1.2697... Generator Loss: 0.8650
Epoch 20/30... Discriminator Loss: 1.2959... Generator Loss: 0.7969
Epoch 20/30... Discriminator Loss: 1.3624... Generator Loss: 0.7007
Epoch 20/30... Discriminator Loss: 1.3324... Generator Loss: 0.8714
Epoch 20/30... Discriminator Loss: 1.5318... Generator Loss: 1.1355
Epoch 20/30... Discriminator Loss: 1.4061... Generator Loss: 1.1941
Epoch 20/30... Discriminator Loss: 1.3955... Generator Loss: 0.9082
Epoch 20/30... Discriminator Loss: 1.2050... Generator Loss: 0.7272
Epoch 20/30... Discriminator Loss: 1.3762... Generator Loss: 0.8130
Epoch 20/30... Discriminator Loss: 1.5062... Generator Loss: 0.8344
Epoch 20/30... Discriminator Loss: 1.2786... Generator Loss: 0.6040
Epoch 20/30... Discriminator Loss: 1.2978... Generator Loss: 0.7484
Epoch 20/30... Discriminator Loss: 1.2212... Generator Loss: 0.7628
Epoch 20/30... Discriminator Loss: 1.1569... Generator Loss: 0.7728
Epoch 20/30... Discriminator Loss: 1.2767... Generator Loss: 0.7170
Epoch 20/30... Discriminator Loss: 1.3213... Generator Loss: 1.0855
Epoch 20/30... Discriminator Loss: 1.4202... Generator Loss: 0.8583
Epoch 20/30... Discriminator Loss: 1.2866... Generator Loss: 0.8326
Epoch 20/30... Discriminator Loss: 1.2868... Generator Loss: 0.7917
Epoch 20/30... Discriminator Loss: 1.3956... Generator Loss: 0.8641
Epoch 20/30... Discriminator Loss: 1.3524... Generator Loss: 0.7635
Epoch 20/30... Discriminator Loss: 1.3505... Generator Loss: 0.9546
Epoch 20/30... Discriminator Loss: 1.2383... Generator Loss: 1.2153
Epoch 20/30... Discriminator Loss: 1.3896... Generator Loss: 0.5399
Epoch 20/30... Discriminator Loss: 1.1717... Generator Loss: 0.7016
Epoch 20/30... Discriminator Loss: 1.3693... Generator Loss: 0.5076
Epoch 20/30... Discriminator Loss: 0.9432... Generator Loss: 1.0730
Epoch 20/30... Discriminator Loss: 1.5361... Generator Loss: 1.1910
Epoch 20/30... Discriminator Loss: 1.2264... Generator Loss: 1.1294
Epoch 20/30... Discriminator Loss: 1.4761... Generator Loss: 0.4367
Epoch 20/30... Discriminator Loss: 1.4161... Generator Loss: 0.5083
Epoch 20/30... Discriminator Loss: 1.1887... Generator Loss: 0.7636
Epoch 20/30... Discriminator Loss: 1.2837... Generator Loss: 0.5589
Epoch 20/30... Discriminator Loss: 1.2471... Generator Loss: 0.6232
Epoch 20/30... Discriminator Loss: 1.2559... Generator Loss: 0.5504
Epoch 20/30... Discriminator Loss: 1.4231... Generator Loss: 0.5360
Epoch 20/30... Discriminator Loss: 1.2968... Generator Loss: 0.8635
Epoch 20/30... Discriminator Loss: 1.1712... Generator Loss: 0.8196
Epoch 20/30... Discriminator Loss: 1.2413... Generator Loss: 0.9410
Epoch 20/30... Discriminator Loss: 1.4084... Generator Loss: 0.7713
Epoch 20/30... Discriminator Loss: 1.2098... Generator Loss: 1.1616
Epoch 20/30... Discriminator Loss: 1.4297... Generator Loss: 0.4539
Epoch 20/30... Discriminator Loss: 1.2090... Generator Loss: 1.1119
Epoch 20/30... Discriminator Loss: 1.3113... Generator Loss: 0.6699
Epoch 20/30... Discriminator Loss: 1.3336... Generator Loss: 0.7920
Epoch 20/30... Discriminator Loss: 1.2581... Generator Loss: 0.7047
Epoch 20/30... Discriminator Loss: 1.3331... Generator Loss: 0.7438
Epoch 20/30... Discriminator Loss: 1.1433... Generator Loss: 0.9618
Epoch 20/30... Discriminator Loss: 1.3560... Generator Loss: 0.5033
Epoch 20/30... Discriminator Loss: 1.3951... Generator Loss: 0.6584
Epoch 20/30... Discriminator Loss: 1.3217... Generator Loss: 0.7302
Epoch 20/30... Discriminator Loss: 1.2812... Generator Loss: 0.8212
Epoch 20/30... Discriminator Loss: 1.0946... Generator Loss: 0.7947
Epoch 20/30... Discriminator Loss: 1.2585... Generator Loss: 0.7031
Epoch 20/30... Discriminator Loss: 1.1998... Generator Loss: 1.0870
Epoch 20/30... Discriminator Loss: 1.1203... Generator Loss: 0.9797
Epoch 20/30... Discriminator Loss: 1.3311... Generator Loss: 0.7146
Epoch 20/30... Discriminator Loss: 1.2245... Generator Loss: 0.8192
Epoch 20/30... Discriminator Loss: 1.3968... Generator Loss: 0.5619
Epoch 20/30... Discriminator Loss: 1.4456... Generator Loss: 0.8218
Epoch 20/30... Discriminator Loss: 1.6326... Generator Loss: 0.4287
Epoch 20/30... Discriminator Loss: 1.3585... Generator Loss: 0.9423
Epoch 20/30... Discriminator Loss: 1.5172... Generator Loss: 0.6071
Epoch 20/30... Discriminator Loss: 1.4430... Generator Loss: 0.5590
Epoch 20/30... Discriminator Loss: 1.3298... Generator Loss: 0.5926
Epoch 20/30... Discriminator Loss: 1.3941... Generator Loss: 0.4200
Epoch 20/30... Discriminator Loss: 1.2308... Generator Loss: 0.6827
Epoch 20/30... Discriminator Loss: 1.1344... Generator Loss: 0.9963
Epoch 20/30... Discriminator Loss: 1.3235... Generator Loss: 0.7008
Epoch 20/30... Discriminator Loss: 1.1983... Generator Loss: 0.9635
Epoch 20/30... Discriminator Loss: 1.4365... Generator Loss: 0.4728
Epoch 20/30... Discriminator Loss: 1.6289... Generator Loss: 0.3610
Epoch 20/30... Discriminator Loss: 1.4797... Generator Loss: 0.5946
Epoch 20/30... Discriminator Loss: 1.3233... Generator Loss: 0.8613
Epoch 20/30... Discriminator Loss: 1.1903... Generator Loss: 0.7507
Epoch 20/30... Discriminator Loss: 1.3049... Generator Loss: 1.3443
Epoch 20/30... Discriminator Loss: 1.3671... Generator Loss: 0.8738
Epoch 20/30... Discriminator Loss: 1.3240... Generator Loss: 0.6898
Epoch 20/30... Discriminator Loss: 1.2084... Generator Loss: 0.6645
Epoch 20/30... Discriminator Loss: 1.4589... Generator Loss: 0.6943
Epoch 20/30... Discriminator Loss: 1.4048... Generator Loss: 0.6838
Epoch 20/30... Discriminator Loss: 1.2773... Generator Loss: 0.9093
Epoch 20/30... Discriminator Loss: 1.3070... Generator Loss: 0.5659
Epoch 20/30... Discriminator Loss: 1.5647... Generator Loss: 0.4379
Epoch 20/30... Discriminator Loss: 1.3413... Generator Loss: 0.8174
Epoch 20/30... Discriminator Loss: 1.3953... Generator Loss: 0.8807
Epoch 20/30... Discriminator Loss: 1.4544... Generator Loss: 0.5083
Epoch 20/30... Discriminator Loss: 1.5113... Generator Loss: 0.7927
epoch_i 20
Epoch 21/30... Discriminator Loss: 1.4056... Generator Loss: 0.4548
Epoch 21/30... Discriminator Loss: 1.3487... Generator Loss: 0.6475
Epoch 21/30... Discriminator Loss: 1.8327... Generator Loss: 1.4653
Epoch 21/30... Discriminator Loss: 1.5252... Generator Loss: 0.4809
Epoch 21/30... Discriminator Loss: 1.0554... Generator Loss: 0.9440
Epoch 21/30... Discriminator Loss: 1.2814... Generator Loss: 0.8828
Epoch 21/30... Discriminator Loss: 1.3587... Generator Loss: 0.5114
Epoch 21/30... Discriminator Loss: 1.3292... Generator Loss: 0.6119
Epoch 21/30... Discriminator Loss: 1.3675... Generator Loss: 0.5502
Epoch 21/30... Discriminator Loss: 1.5045... Generator Loss: 1.2597
Epoch 21/30... Discriminator Loss: 1.3575... Generator Loss: 0.8139
Epoch 21/30... Discriminator Loss: 1.4323... Generator Loss: 0.6652
Epoch 21/30... Discriminator Loss: 1.4952... Generator Loss: 0.6412
Epoch 21/30... Discriminator Loss: 1.1058... Generator Loss: 0.9459
Epoch 21/30... Discriminator Loss: 1.1082... Generator Loss: 0.7705
Epoch 21/30... Discriminator Loss: 1.1954... Generator Loss: 0.8102
Epoch 21/30... Discriminator Loss: 1.4224... Generator Loss: 0.5204
Epoch 21/30... Discriminator Loss: 1.1539... Generator Loss: 0.8873
Epoch 21/30... Discriminator Loss: 1.3767... Generator Loss: 0.9222
Epoch 21/30... Discriminator Loss: 1.2326... Generator Loss: 0.5973
Epoch 21/30... Discriminator Loss: 1.6117... Generator Loss: 0.4471
Epoch 21/30... Discriminator Loss: 1.1353... Generator Loss: 0.8761
Epoch 21/30... Discriminator Loss: 1.3579... Generator Loss: 0.6261
Epoch 21/30... Discriminator Loss: 1.1315... Generator Loss: 0.9563
Epoch 21/30... Discriminator Loss: 1.7399... Generator Loss: 0.3323
Epoch 21/30... Discriminator Loss: 1.4646... Generator Loss: 0.4666
Epoch 21/30... Discriminator Loss: 1.1488... Generator Loss: 0.7052
Epoch 21/30... Discriminator Loss: 1.0798... Generator Loss: 1.0552
Epoch 21/30... Discriminator Loss: 1.3631... Generator Loss: 0.5238
Epoch 21/30... Discriminator Loss: 1.2076... Generator Loss: 0.8272
Epoch 21/30... Discriminator Loss: 1.4459... Generator Loss: 0.5822
Epoch 21/30... Discriminator Loss: 1.2562... Generator Loss: 0.8388
Epoch 21/30... Discriminator Loss: 1.3952... Generator Loss: 0.5480
Epoch 21/30... Discriminator Loss: 1.2568... Generator Loss: 0.7012
Epoch 21/30... Discriminator Loss: 1.4174... Generator Loss: 0.8452
Epoch 21/30... Discriminator Loss: 1.4131... Generator Loss: 0.5133
Epoch 21/30... Discriminator Loss: 1.3587... Generator Loss: 0.6086
Epoch 21/30... Discriminator Loss: 1.5187... Generator Loss: 0.5338
Epoch 21/30... Discriminator Loss: 1.3580... Generator Loss: 0.6227
Epoch 21/30... Discriminator Loss: 1.1717... Generator Loss: 0.9207
Epoch 21/30... Discriminator Loss: 1.2458... Generator Loss: 0.8298
Epoch 21/30... Discriminator Loss: 1.1541... Generator Loss: 1.0433
Epoch 21/30... Discriminator Loss: 1.5952... Generator Loss: 0.9383
Epoch 21/30... Discriminator Loss: 1.5827... Generator Loss: 1.2846
Epoch 21/30... Discriminator Loss: 1.2701... Generator Loss: 0.6026
Epoch 21/30... Discriminator Loss: 1.2828... Generator Loss: 0.5050
Epoch 21/30... Discriminator Loss: 1.3955... Generator Loss: 0.4610
Epoch 21/30... Discriminator Loss: 1.3253... Generator Loss: 0.8884
Epoch 21/30... Discriminator Loss: 1.3351... Generator Loss: 0.5695
Epoch 21/30... Discriminator Loss: 1.3551... Generator Loss: 0.6195
Epoch 21/30... Discriminator Loss: 1.2713... Generator Loss: 0.7734
Epoch 21/30... Discriminator Loss: 1.3448... Generator Loss: 0.9058
Epoch 21/30... Discriminator Loss: 1.4293... Generator Loss: 0.5111
Epoch 21/30... Discriminator Loss: 1.3198... Generator Loss: 0.8941
Epoch 21/30... Discriminator Loss: 1.2901... Generator Loss: 0.7153
Epoch 21/30... Discriminator Loss: 1.2014... Generator Loss: 0.7301
Epoch 21/30... Discriminator Loss: 1.3073... Generator Loss: 0.6396
Epoch 21/30... Discriminator Loss: 1.3125... Generator Loss: 0.7793
Epoch 21/30... Discriminator Loss: 1.2194... Generator Loss: 0.7226
Epoch 21/30... Discriminator Loss: 1.3595... Generator Loss: 0.5351
Epoch 21/30... Discriminator Loss: 1.3385... Generator Loss: 0.5641
Epoch 21/30... Discriminator Loss: 1.4842... Generator Loss: 1.3117
Epoch 21/30... Discriminator Loss: 1.5508... Generator Loss: 1.3213
Epoch 21/30... Discriminator Loss: 1.4339... Generator Loss: 1.0912
Epoch 21/30... Discriminator Loss: 1.2515... Generator Loss: 0.7706
Epoch 21/30... Discriminator Loss: 1.7340... Generator Loss: 0.8896
Epoch 21/30... Discriminator Loss: 1.2272... Generator Loss: 0.6587
Epoch 21/30... Discriminator Loss: 1.3433... Generator Loss: 0.6679
Epoch 21/30... Discriminator Loss: 1.4300... Generator Loss: 0.5483
Epoch 21/30... Discriminator Loss: 1.2395... Generator Loss: 0.7771
Epoch 21/30... Discriminator Loss: 1.1470... Generator Loss: 0.7913
Epoch 21/30... Discriminator Loss: 1.4096... Generator Loss: 0.8509
Epoch 21/30... Discriminator Loss: 1.2892... Generator Loss: 0.7287
Epoch 21/30... Discriminator Loss: 1.4148... Generator Loss: 0.4564
Epoch 21/30... Discriminator Loss: 1.3142... Generator Loss: 0.9747
Epoch 21/30... Discriminator Loss: 1.3754... Generator Loss: 0.9274
Epoch 21/30... Discriminator Loss: 1.0783... Generator Loss: 0.9601
Epoch 21/30... Discriminator Loss: 1.3361... Generator Loss: 0.6617
Epoch 21/30... Discriminator Loss: 1.3142... Generator Loss: 0.6840
Epoch 21/30... Discriminator Loss: 1.3587... Generator Loss: 0.7521
Epoch 21/30... Discriminator Loss: 1.4045... Generator Loss: 0.5607
Epoch 21/30... Discriminator Loss: 1.2839... Generator Loss: 0.8984
Epoch 21/30... Discriminator Loss: 1.3151... Generator Loss: 0.6750
Epoch 21/30... Discriminator Loss: 1.4103... Generator Loss: 0.9340
Epoch 21/30... Discriminator Loss: 1.4124... Generator Loss: 0.7110
Epoch 21/30... Discriminator Loss: 1.3571... Generator Loss: 1.0487
Epoch 21/30... Discriminator Loss: 1.5095... Generator Loss: 0.4915
Epoch 21/30... Discriminator Loss: 1.4266... Generator Loss: 0.6114
Epoch 21/30... Discriminator Loss: 1.3619... Generator Loss: 0.5709
Epoch 21/30... Discriminator Loss: 1.4103... Generator Loss: 0.7547
Epoch 21/30... Discriminator Loss: 1.1821... Generator Loss: 0.9146
Epoch 21/30... Discriminator Loss: 1.3169... Generator Loss: 0.7246
Epoch 21/30... Discriminator Loss: 1.2158... Generator Loss: 0.7780
Epoch 21/30... Discriminator Loss: 1.3751... Generator Loss: 0.6284
Epoch 21/30... Discriminator Loss: 1.2068... Generator Loss: 0.8073
Epoch 21/30... Discriminator Loss: 1.2463... Generator Loss: 0.6345
Epoch 21/30... Discriminator Loss: 0.9569... Generator Loss: 1.0550
Epoch 21/30... Discriminator Loss: 1.3038... Generator Loss: 0.9683
Epoch 21/30... Discriminator Loss: 1.0750... Generator Loss: 1.0986
Epoch 21/30... Discriminator Loss: 1.2839... Generator Loss: 0.5763
Epoch 21/30... Discriminator Loss: 1.3013... Generator Loss: 1.0933
Epoch 21/30... Discriminator Loss: 1.2358... Generator Loss: 0.6022
Epoch 21/30... Discriminator Loss: 1.1401... Generator Loss: 0.7233
Epoch 21/30... Discriminator Loss: 1.1213... Generator Loss: 0.7125
Epoch 21/30... Discriminator Loss: 1.1830... Generator Loss: 0.6542
Epoch 21/30... Discriminator Loss: 1.2148... Generator Loss: 1.1118
Epoch 21/30... Discriminator Loss: 1.3246... Generator Loss: 0.9005
Epoch 21/30... Discriminator Loss: 1.2528... Generator Loss: 0.6050
Epoch 21/30... Discriminator Loss: 1.5713... Generator Loss: 0.3375
Epoch 21/30... Discriminator Loss: 1.1538... Generator Loss: 0.9978
Epoch 21/30... Discriminator Loss: 0.9114... Generator Loss: 1.2050
Epoch 21/30... Discriminator Loss: 0.9815... Generator Loss: 1.1693
Epoch 21/30... Discriminator Loss: 1.2920... Generator Loss: 0.9957
Epoch 21/30... Discriminator Loss: 1.6041... Generator Loss: 0.3391
Epoch 21/30... Discriminator Loss: 1.2295... Generator Loss: 0.5476
Epoch 21/30... Discriminator Loss: 1.3177... Generator Loss: 0.8468
Epoch 21/30... Discriminator Loss: 1.2044... Generator Loss: 0.7957
Epoch 21/30... Discriminator Loss: 1.2793... Generator Loss: 0.7718
Epoch 21/30... Discriminator Loss: 1.4228... Generator Loss: 0.4626
Epoch 21/30... Discriminator Loss: 1.2540... Generator Loss: 1.3008
Epoch 21/30... Discriminator Loss: 1.2755... Generator Loss: 0.7347
Epoch 21/30... Discriminator Loss: 1.2744... Generator Loss: 0.8676
Epoch 21/30... Discriminator Loss: 1.4671... Generator Loss: 0.4967
Epoch 21/30... Discriminator Loss: 1.1898... Generator Loss: 0.9077
Epoch 21/30... Discriminator Loss: 0.9278... Generator Loss: 1.1688
Epoch 21/30... Discriminator Loss: 1.4375... Generator Loss: 0.7023
Epoch 21/30... Discriminator Loss: 1.2348... Generator Loss: 0.9381
Epoch 21/30... Discriminator Loss: 1.4903... Generator Loss: 0.7162
Epoch 21/30... Discriminator Loss: 1.3275... Generator Loss: 0.8763
Epoch 21/30... Discriminator Loss: 1.1307... Generator Loss: 1.5760
Epoch 21/30... Discriminator Loss: 1.3779... Generator Loss: 0.5169
Epoch 21/30... Discriminator Loss: 1.2999... Generator Loss: 0.7195
Epoch 21/30... Discriminator Loss: 1.1800... Generator Loss: 0.8145
Epoch 21/30... Discriminator Loss: 2.0570... Generator Loss: 1.2571
Epoch 21/30... Discriminator Loss: 1.4547... Generator Loss: 0.7394
Epoch 21/30... Discriminator Loss: 1.5138... Generator Loss: 0.3833
Epoch 21/30... Discriminator Loss: 1.3538... Generator Loss: 0.6124
Epoch 21/30... Discriminator Loss: 1.4966... Generator Loss: 0.5319
Epoch 21/30... Discriminator Loss: 1.3334... Generator Loss: 0.6457
Epoch 21/30... Discriminator Loss: 1.2023... Generator Loss: 0.9587
Epoch 21/30... Discriminator Loss: 1.5085... Generator Loss: 0.5133
Epoch 21/30... Discriminator Loss: 1.9469... Generator Loss: 1.6982
Epoch 21/30... Discriminator Loss: 1.2890... Generator Loss: 0.9036
Epoch 21/30... Discriminator Loss: 1.1714... Generator Loss: 0.7369
Epoch 21/30... Discriminator Loss: 1.3059... Generator Loss: 0.8086
Epoch 21/30... Discriminator Loss: 1.3377... Generator Loss: 0.5633
Epoch 21/30... Discriminator Loss: 1.2760... Generator Loss: 0.9261
Epoch 21/30... Discriminator Loss: 1.3206... Generator Loss: 0.9242
Epoch 21/30... Discriminator Loss: 1.4613... Generator Loss: 0.5091
Epoch 21/30... Discriminator Loss: 1.3281... Generator Loss: 0.5472
Epoch 21/30... Discriminator Loss: 1.4863... Generator Loss: 0.5201
Epoch 21/30... Discriminator Loss: 1.2368... Generator Loss: 0.7655
Epoch 21/30... Discriminator Loss: 1.3338... Generator Loss: 0.5156
Epoch 21/30... Discriminator Loss: 1.2816... Generator Loss: 0.8751
Epoch 21/30... Discriminator Loss: 1.3351... Generator Loss: 0.8619
Epoch 21/30... Discriminator Loss: 1.1992... Generator Loss: 0.7911
Epoch 21/30... Discriminator Loss: 1.2994... Generator Loss: 0.6955
Epoch 21/30... Discriminator Loss: 1.3981... Generator Loss: 0.6473
epoch_i 21
Epoch 22/30... Discriminator Loss: 1.4028... Generator Loss: 0.4312
Epoch 22/30... Discriminator Loss: 1.2539... Generator Loss: 0.7944
Epoch 22/30... Discriminator Loss: 1.2395... Generator Loss: 0.6630
Epoch 22/30... Discriminator Loss: 1.3559... Generator Loss: 0.5860
Epoch 22/30... Discriminator Loss: 1.4741... Generator Loss: 0.4852
Epoch 22/30... Discriminator Loss: 1.2436... Generator Loss: 0.9270
Epoch 22/30... Discriminator Loss: 1.4975... Generator Loss: 0.4415
Epoch 22/30... Discriminator Loss: 1.3383... Generator Loss: 0.6953
Epoch 22/30... Discriminator Loss: 1.1784... Generator Loss: 0.8760
Epoch 22/30... Discriminator Loss: 1.2438... Generator Loss: 0.7906
Epoch 22/30... Discriminator Loss: 1.3434... Generator Loss: 0.4812
Epoch 22/30... Discriminator Loss: 1.1871... Generator Loss: 0.8019
Epoch 22/30... Discriminator Loss: 1.0700... Generator Loss: 0.7102
Epoch 22/30... Discriminator Loss: 1.2288... Generator Loss: 1.1839
Epoch 22/30... Discriminator Loss: 1.6729... Generator Loss: 0.3681
Epoch 22/30... Discriminator Loss: 1.4115... Generator Loss: 0.7655
Epoch 22/30... Discriminator Loss: 1.4931... Generator Loss: 0.5432
Epoch 22/30... Discriminator Loss: 1.3393... Generator Loss: 0.6111
Epoch 22/30... Discriminator Loss: 1.3209... Generator Loss: 1.3664
Epoch 22/30... Discriminator Loss: 1.3373... Generator Loss: 1.1328
Epoch 22/30... Discriminator Loss: 1.0898... Generator Loss: 1.0931
Epoch 22/30... Discriminator Loss: 1.1745... Generator Loss: 0.8438
Epoch 22/30... Discriminator Loss: 1.4923... Generator Loss: 0.8352
Epoch 22/30... Discriminator Loss: 1.2968... Generator Loss: 0.7899
Epoch 22/30... Discriminator Loss: 1.3939... Generator Loss: 0.5231
Epoch 22/30... Discriminator Loss: 1.2462... Generator Loss: 0.6488
Epoch 22/30... Discriminator Loss: 1.2867... Generator Loss: 1.0891
Epoch 22/30... Discriminator Loss: 1.2245... Generator Loss: 0.8153
Epoch 22/30... Discriminator Loss: 1.4670... Generator Loss: 0.4804
Epoch 22/30... Discriminator Loss: 1.7615... Generator Loss: 0.2963
Epoch 22/30... Discriminator Loss: 1.4388... Generator Loss: 0.4976
Epoch 22/30... Discriminator Loss: 1.1556... Generator Loss: 0.8434
Epoch 22/30... Discriminator Loss: 1.4548... Generator Loss: 0.7580
Epoch 22/30... Discriminator Loss: 1.2392... Generator Loss: 0.8108
Epoch 22/30... Discriminator Loss: 1.4807... Generator Loss: 0.5080
Epoch 22/30... Discriminator Loss: 1.1263... Generator Loss: 1.0869
Epoch 22/30... Discriminator Loss: 1.3797... Generator Loss: 0.6412
Epoch 22/30... Discriminator Loss: 1.3018... Generator Loss: 0.7549
Epoch 22/30... Discriminator Loss: 1.3484... Generator Loss: 1.0154
Epoch 22/30... Discriminator Loss: 1.3035... Generator Loss: 0.5841
Epoch 22/30... Discriminator Loss: 1.3413... Generator Loss: 0.6635
Epoch 22/30... Discriminator Loss: 1.1711... Generator Loss: 0.8451
Epoch 22/30... Discriminator Loss: 1.3619... Generator Loss: 0.9730
Epoch 22/30... Discriminator Loss: 1.3320... Generator Loss: 0.6986
Epoch 22/30... Discriminator Loss: 1.2941... Generator Loss: 0.5750
Epoch 22/30... Discriminator Loss: 1.4070... Generator Loss: 0.6485
Epoch 22/30... Discriminator Loss: 1.3451... Generator Loss: 1.0908
Epoch 22/30... Discriminator Loss: 1.4403... Generator Loss: 0.7168
Epoch 22/30... Discriminator Loss: 1.4287... Generator Loss: 0.5670
Epoch 22/30... Discriminator Loss: 1.3023... Generator Loss: 0.5531
Epoch 22/30... Discriminator Loss: 1.2110... Generator Loss: 0.9187
Epoch 22/30... Discriminator Loss: 1.7959... Generator Loss: 0.2398
Epoch 22/30... Discriminator Loss: 1.2619... Generator Loss: 0.6941
Epoch 22/30... Discriminator Loss: 1.2940... Generator Loss: 0.7052
Epoch 22/30... Discriminator Loss: 1.2826... Generator Loss: 0.7958
Epoch 22/30... Discriminator Loss: 1.3090... Generator Loss: 0.6034
Epoch 22/30... Discriminator Loss: 1.3174... Generator Loss: 0.5636
Epoch 22/30... Discriminator Loss: 1.3175... Generator Loss: 0.7367
Epoch 22/30... Discriminator Loss: 1.3043... Generator Loss: 0.6281
Epoch 22/30... Discriminator Loss: 1.2519... Generator Loss: 0.7782
Epoch 22/30... Discriminator Loss: 1.4340... Generator Loss: 0.8130
Epoch 22/30... Discriminator Loss: 1.1997... Generator Loss: 0.7983
Epoch 22/30... Discriminator Loss: 1.3936... Generator Loss: 0.5046
Epoch 22/30... Discriminator Loss: 1.4559... Generator Loss: 1.0395
Epoch 22/30... Discriminator Loss: 1.3015... Generator Loss: 0.6167
Epoch 22/30... Discriminator Loss: 1.4088... Generator Loss: 0.5344
Epoch 22/30... Discriminator Loss: 1.4721... Generator Loss: 0.5432
Epoch 22/30... Discriminator Loss: 1.3441... Generator Loss: 0.5682
Epoch 22/30... Discriminator Loss: 1.1113... Generator Loss: 0.7636
Epoch 22/30... Discriminator Loss: 1.2030... Generator Loss: 0.5688
Epoch 22/30... Discriminator Loss: 1.4814... Generator Loss: 0.4025
Epoch 22/30... Discriminator Loss: 1.3862... Generator Loss: 0.7564
Epoch 22/30... Discriminator Loss: 1.2882... Generator Loss: 0.7438
Epoch 22/30... Discriminator Loss: 1.2715... Generator Loss: 0.6924
Epoch 22/30... Discriminator Loss: 1.2658... Generator Loss: 0.9457
Epoch 22/30... Discriminator Loss: 1.3138... Generator Loss: 0.6451
Epoch 22/30... Discriminator Loss: 1.4566... Generator Loss: 0.6202
Epoch 22/30... Discriminator Loss: 1.4501... Generator Loss: 0.7140
Epoch 22/30... Discriminator Loss: 1.3374... Generator Loss: 0.8257
Epoch 22/30... Discriminator Loss: 1.4954... Generator Loss: 0.4567
Epoch 22/30... Discriminator Loss: 1.3321... Generator Loss: 1.0809
Epoch 22/30... Discriminator Loss: 1.3057... Generator Loss: 0.9322
Epoch 22/30... Discriminator Loss: 1.2092... Generator Loss: 0.7609
Epoch 22/30... Discriminator Loss: 1.2103... Generator Loss: 0.5341
Epoch 22/30... Discriminator Loss: 1.2726... Generator Loss: 0.7748
Epoch 22/30... Discriminator Loss: 1.1405... Generator Loss: 0.9176
Epoch 22/30... Discriminator Loss: 1.1858... Generator Loss: 0.7068
Epoch 22/30... Discriminator Loss: 1.2254... Generator Loss: 0.6842
Epoch 22/30... Discriminator Loss: 1.5111... Generator Loss: 0.5180
Epoch 22/30... Discriminator Loss: 1.5857... Generator Loss: 0.3962
Epoch 22/30... Discriminator Loss: 1.2820... Generator Loss: 0.9813
Epoch 22/30... Discriminator Loss: 1.2091... Generator Loss: 0.5641
Epoch 22/30... Discriminator Loss: 1.4223... Generator Loss: 0.4671
Epoch 22/30... Discriminator Loss: 1.2895... Generator Loss: 0.5748
Epoch 22/30... Discriminator Loss: 1.3247... Generator Loss: 0.6479
Epoch 22/30... Discriminator Loss: 1.2209... Generator Loss: 0.9005
Epoch 22/30... Discriminator Loss: 1.3491... Generator Loss: 0.6020
Epoch 22/30... Discriminator Loss: 1.2335... Generator Loss: 0.6022
Epoch 22/30... Discriminator Loss: 1.2551... Generator Loss: 0.6379
Epoch 22/30... Discriminator Loss: 1.3193... Generator Loss: 0.6260
Epoch 22/30... Discriminator Loss: 1.3362... Generator Loss: 0.6256
Epoch 22/30... Discriminator Loss: 1.6791... Generator Loss: 0.3213
Epoch 22/30... Discriminator Loss: 1.2416... Generator Loss: 0.6186
Epoch 22/30... Discriminator Loss: 1.4018... Generator Loss: 0.5838
Epoch 22/30... Discriminator Loss: 1.4166... Generator Loss: 0.5211
Epoch 22/30... Discriminator Loss: 1.3812... Generator Loss: 0.4755
Epoch 22/30... Discriminator Loss: 1.3861... Generator Loss: 0.5137
Epoch 22/30... Discriminator Loss: 1.3746... Generator Loss: 0.6881
Epoch 22/30... Discriminator Loss: 1.1950... Generator Loss: 0.6533
Epoch 22/30... Discriminator Loss: 1.3061... Generator Loss: 0.6473
Epoch 22/30... Discriminator Loss: 1.3946... Generator Loss: 0.7338
Epoch 22/30... Discriminator Loss: 1.2609... Generator Loss: 0.7739
Epoch 22/30... Discriminator Loss: 1.2452... Generator Loss: 0.7598
Epoch 22/30... Discriminator Loss: 1.2114... Generator Loss: 0.9359
Epoch 22/30... Discriminator Loss: 1.4984... Generator Loss: 0.4564
Epoch 22/30... Discriminator Loss: 1.2208... Generator Loss: 0.8128
Epoch 22/30... Discriminator Loss: 1.3218... Generator Loss: 0.9050
Epoch 22/30... Discriminator Loss: 1.1134... Generator Loss: 1.0505
Epoch 22/30... Discriminator Loss: 1.3873... Generator Loss: 0.7108
Epoch 22/30... Discriminator Loss: 1.2577... Generator Loss: 1.0199
Epoch 22/30... Discriminator Loss: 1.3593... Generator Loss: 0.6004
Epoch 22/30... Discriminator Loss: 1.3605... Generator Loss: 0.5800
Epoch 22/30... Discriminator Loss: 1.7041... Generator Loss: 1.5247
Epoch 22/30... Discriminator Loss: 1.3632... Generator Loss: 0.8920
Epoch 22/30... Discriminator Loss: 1.3580... Generator Loss: 0.8219
Epoch 22/30... Discriminator Loss: 1.2851... Generator Loss: 0.7037
Epoch 22/30... Discriminator Loss: 1.3913... Generator Loss: 0.5473
Epoch 22/30... Discriminator Loss: 1.3277... Generator Loss: 0.5783
Epoch 22/30... Discriminator Loss: 1.2780... Generator Loss: 0.9905
Epoch 22/30... Discriminator Loss: 1.2251... Generator Loss: 0.9823
Epoch 22/30... Discriminator Loss: 1.3000... Generator Loss: 0.4729
Epoch 22/30... Discriminator Loss: 1.2187... Generator Loss: 0.9259
Epoch 22/30... Discriminator Loss: 1.4226... Generator Loss: 0.7822
Epoch 22/30... Discriminator Loss: 1.2653... Generator Loss: 0.8350
Epoch 22/30... Discriminator Loss: 1.3725... Generator Loss: 0.6095
Epoch 22/30... Discriminator Loss: 1.5295... Generator Loss: 0.5009
Epoch 22/30... Discriminator Loss: 1.3464... Generator Loss: 1.2460
Epoch 22/30... Discriminator Loss: 1.3045... Generator Loss: 0.6387
Epoch 22/30... Discriminator Loss: 1.2846... Generator Loss: 0.6510
Epoch 22/30... Discriminator Loss: 1.2442... Generator Loss: 0.9079
Epoch 22/30... Discriminator Loss: 1.4780... Generator Loss: 0.6640
Epoch 22/30... Discriminator Loss: 1.3012... Generator Loss: 1.0295
Epoch 22/30... Discriminator Loss: 1.1211... Generator Loss: 1.0799
Epoch 22/30... Discriminator Loss: 1.1731... Generator Loss: 1.3264
Epoch 22/30... Discriminator Loss: 1.3428... Generator Loss: 0.6448
Epoch 22/30... Discriminator Loss: 1.5094... Generator Loss: 0.5266
Epoch 22/30... Discriminator Loss: 1.0631... Generator Loss: 1.3278
Epoch 22/30... Discriminator Loss: 1.2907... Generator Loss: 0.6781
Epoch 22/30... Discriminator Loss: 1.3331... Generator Loss: 0.7631
Epoch 22/30... Discriminator Loss: 1.3260... Generator Loss: 0.6719
Epoch 22/30... Discriminator Loss: 1.1774... Generator Loss: 0.8877
Epoch 22/30... Discriminator Loss: 1.1397... Generator Loss: 0.6372
Epoch 22/30... Discriminator Loss: 1.5971... Generator Loss: 0.4153
Epoch 22/30... Discriminator Loss: 1.2059... Generator Loss: 0.7323
Epoch 22/30... Discriminator Loss: 1.4779... Generator Loss: 0.4692
Epoch 22/30... Discriminator Loss: 1.5085... Generator Loss: 0.4919
Epoch 22/30... Discriminator Loss: 2.0430... Generator Loss: 0.4060
Epoch 22/30... Discriminator Loss: 1.4959... Generator Loss: 0.8322
epoch_i 22
Epoch 23/30... Discriminator Loss: 1.2774... Generator Loss: 0.4967
Epoch 23/30... Discriminator Loss: 1.3857... Generator Loss: 0.5510
Epoch 23/30... Discriminator Loss: 1.9387... Generator Loss: 1.5429
Epoch 23/30... Discriminator Loss: 1.6189... Generator Loss: 1.4971
Epoch 23/30... Discriminator Loss: 1.6972... Generator Loss: 1.0303
Epoch 23/30... Discriminator Loss: 1.3336... Generator Loss: 0.7276
Epoch 23/30... Discriminator Loss: 1.3113... Generator Loss: 0.5775
Epoch 23/30... Discriminator Loss: 1.4313... Generator Loss: 0.5033
Epoch 23/30... Discriminator Loss: 1.1236... Generator Loss: 0.8467
Epoch 23/30... Discriminator Loss: 1.3325... Generator Loss: 0.7271
Epoch 23/30... Discriminator Loss: 1.2356... Generator Loss: 0.9547
Epoch 23/30... Discriminator Loss: 1.2379... Generator Loss: 0.7994
Epoch 23/30... Discriminator Loss: 1.3878... Generator Loss: 0.6157
Epoch 23/30... Discriminator Loss: 1.4586... Generator Loss: 0.4811
Epoch 23/30... Discriminator Loss: 1.4004... Generator Loss: 0.6855
Epoch 23/30... Discriminator Loss: 1.5416... Generator Loss: 0.8204
Epoch 23/30... Discriminator Loss: 1.1898... Generator Loss: 0.6106
Epoch 23/30... Discriminator Loss: 1.2698... Generator Loss: 0.7479
Epoch 23/30... Discriminator Loss: 1.5324... Generator Loss: 0.4695
Epoch 23/30... Discriminator Loss: 1.2999... Generator Loss: 0.7342
Epoch 23/30... Discriminator Loss: 1.6122... Generator Loss: 0.6484
Epoch 23/30... Discriminator Loss: 1.2005... Generator Loss: 0.7318
Epoch 23/30... Discriminator Loss: 1.2765... Generator Loss: 0.6950
Epoch 23/30... Discriminator Loss: 1.6634... Generator Loss: 0.3280
Epoch 23/30... Discriminator Loss: 1.2500... Generator Loss: 0.5787
Epoch 23/30... Discriminator Loss: 1.3494... Generator Loss: 0.5111
Epoch 23/30... Discriminator Loss: 1.3313... Generator Loss: 0.9206
Epoch 23/30... Discriminator Loss: 1.1832... Generator Loss: 1.1255
Epoch 23/30... Discriminator Loss: 1.1648... Generator Loss: 0.9698
Epoch 23/30... Discriminator Loss: 1.2221... Generator Loss: 0.8029
Epoch 23/30... Discriminator Loss: 1.4515... Generator Loss: 0.4348
Epoch 23/30... Discriminator Loss: 1.3443... Generator Loss: 0.8978
Epoch 23/30... Discriminator Loss: 1.0138... Generator Loss: 0.9405
Epoch 23/30... Discriminator Loss: 1.2027... Generator Loss: 1.0069
Epoch 23/30... Discriminator Loss: 1.3116... Generator Loss: 0.6553
Epoch 23/30... Discriminator Loss: 1.3381... Generator Loss: 0.5510
Epoch 23/30... Discriminator Loss: 1.2764... Generator Loss: 0.6976
Epoch 23/30... Discriminator Loss: 1.2385... Generator Loss: 0.6466
Epoch 23/30... Discriminator Loss: 1.2962... Generator Loss: 0.9461
Epoch 23/30... Discriminator Loss: 1.0385... Generator Loss: 0.8060
Epoch 23/30... Discriminator Loss: 1.2720... Generator Loss: 0.5830
Epoch 23/30... Discriminator Loss: 1.2767... Generator Loss: 0.6812
Epoch 23/30... Discriminator Loss: 1.4012... Generator Loss: 0.6716
Epoch 23/30... Discriminator Loss: 1.4551... Generator Loss: 0.6571
Epoch 23/30... Discriminator Loss: 1.5704... Generator Loss: 0.5036
Epoch 23/30... Discriminator Loss: 1.3832... Generator Loss: 0.6185
Epoch 23/30... Discriminator Loss: 1.5764... Generator Loss: 0.4984
Epoch 23/30... Discriminator Loss: 1.3671... Generator Loss: 0.6045
Epoch 23/30... Discriminator Loss: 1.2194... Generator Loss: 0.9055
Epoch 23/30... Discriminator Loss: 1.4217... Generator Loss: 0.7326
Epoch 23/30... Discriminator Loss: 1.3256... Generator Loss: 0.7179
Epoch 23/30... Discriminator Loss: 1.3055... Generator Loss: 0.6749
Epoch 23/30... Discriminator Loss: 1.2623... Generator Loss: 1.0032
Epoch 23/30... Discriminator Loss: 1.3295... Generator Loss: 0.5725
Epoch 23/30... Discriminator Loss: 1.2419... Generator Loss: 0.6302
Epoch 23/30... Discriminator Loss: 1.3222... Generator Loss: 0.7087
Epoch 23/30... Discriminator Loss: 1.4237... Generator Loss: 0.6276
Epoch 23/30... Discriminator Loss: 1.6273... Generator Loss: 1.3491
Epoch 23/30... Discriminator Loss: 1.2519... Generator Loss: 0.6834
Epoch 23/30... Discriminator Loss: 1.3571... Generator Loss: 1.2195
Epoch 23/30... Discriminator Loss: 1.4925... Generator Loss: 0.3520
Epoch 23/30... Discriminator Loss: 1.2960... Generator Loss: 0.9325
Epoch 23/30... Discriminator Loss: 1.4445... Generator Loss: 0.7562
Epoch 23/30... Discriminator Loss: 1.2944... Generator Loss: 0.8388
Epoch 23/30... Discriminator Loss: 1.1121... Generator Loss: 0.7707
Epoch 23/30... Discriminator Loss: 1.3646... Generator Loss: 0.7144
Epoch 23/30... Discriminator Loss: 1.4345... Generator Loss: 0.4685
Epoch 23/30... Discriminator Loss: 1.3990... Generator Loss: 1.1785
Epoch 23/30... Discriminator Loss: 1.3469... Generator Loss: 0.7548
Epoch 23/30... Discriminator Loss: 1.1058... Generator Loss: 0.8508
Epoch 23/30... Discriminator Loss: 1.4237... Generator Loss: 0.7888
Epoch 23/30... Discriminator Loss: 1.3129... Generator Loss: 0.6590
Epoch 23/30... Discriminator Loss: 1.4639... Generator Loss: 0.6825
Epoch 23/30... Discriminator Loss: 1.2452... Generator Loss: 0.7258
Epoch 23/30... Discriminator Loss: 1.3911... Generator Loss: 0.9123
Epoch 23/30... Discriminator Loss: 1.3555... Generator Loss: 0.4948
Epoch 23/30... Discriminator Loss: 1.4241... Generator Loss: 0.5244
Epoch 23/30... Discriminator Loss: 1.2962... Generator Loss: 0.7999
Epoch 23/30... Discriminator Loss: 1.3725... Generator Loss: 0.7827
Epoch 23/30... Discriminator Loss: 1.2934... Generator Loss: 0.7844
Epoch 23/30... Discriminator Loss: 1.4088... Generator Loss: 0.4908
Epoch 23/30... Discriminator Loss: 1.3315... Generator Loss: 0.8398
Epoch 23/30... Discriminator Loss: 1.5216... Generator Loss: 0.4219
Epoch 23/30... Discriminator Loss: 1.3480... Generator Loss: 0.6727
Epoch 23/30... Discriminator Loss: 1.2714... Generator Loss: 0.9092
Epoch 23/30... Discriminator Loss: 1.4031... Generator Loss: 0.4728
Epoch 23/30... Discriminator Loss: 1.2192... Generator Loss: 0.7627
Epoch 23/30... Discriminator Loss: 1.4533... Generator Loss: 0.8180
Epoch 23/30... Discriminator Loss: 1.1851... Generator Loss: 0.8745
Epoch 23/30... Discriminator Loss: 1.3155... Generator Loss: 0.8286
Epoch 23/30... Discriminator Loss: 1.1135... Generator Loss: 0.8097
Epoch 23/30... Discriminator Loss: 1.3704... Generator Loss: 0.9817
Epoch 23/30... Discriminator Loss: 1.2732... Generator Loss: 0.6177
Epoch 23/30... Discriminator Loss: 1.3053... Generator Loss: 0.5663
Epoch 23/30... Discriminator Loss: 1.3978... Generator Loss: 0.6945
Epoch 23/30... Discriminator Loss: 1.1959... Generator Loss: 0.6486
Epoch 23/30... Discriminator Loss: 1.5300... Generator Loss: 0.4162
Epoch 23/30... Discriminator Loss: 1.3540... Generator Loss: 0.4900
Epoch 23/30... Discriminator Loss: 1.4584... Generator Loss: 0.3606
Epoch 23/30... Discriminator Loss: 1.3499... Generator Loss: 0.7024
Epoch 23/30... Discriminator Loss: 1.4923... Generator Loss: 0.3607
Epoch 23/30... Discriminator Loss: 1.3519... Generator Loss: 0.7274
Epoch 23/30... Discriminator Loss: 1.4593... Generator Loss: 0.4548
Epoch 23/30... Discriminator Loss: 1.2869... Generator Loss: 0.9161
Epoch 23/30... Discriminator Loss: 1.2515... Generator Loss: 0.6407
Epoch 23/30... Discriminator Loss: 1.3387... Generator Loss: 0.7084
Epoch 23/30... Discriminator Loss: 1.4305... Generator Loss: 0.4425
Epoch 23/30... Discriminator Loss: 1.2354... Generator Loss: 0.8630
Epoch 23/30... Discriminator Loss: 1.2846... Generator Loss: 0.5854
Epoch 23/30... Discriminator Loss: 1.2160... Generator Loss: 1.1674
Epoch 23/30... Discriminator Loss: 1.2175... Generator Loss: 1.6066
Epoch 23/30... Discriminator Loss: 1.1304... Generator Loss: 1.0202
Epoch 23/30... Discriminator Loss: 1.0002... Generator Loss: 1.5174
Epoch 23/30... Discriminator Loss: 1.3131... Generator Loss: 1.0511
Epoch 23/30... Discriminator Loss: 1.0044... Generator Loss: 1.1717
Epoch 23/30... Discriminator Loss: 1.2184... Generator Loss: 1.2935
Epoch 23/30... Discriminator Loss: 1.4046... Generator Loss: 0.8448
Epoch 23/30... Discriminator Loss: 1.2349... Generator Loss: 0.8432
Epoch 23/30... Discriminator Loss: 1.3092... Generator Loss: 0.7231
Epoch 23/30... Discriminator Loss: 1.2705... Generator Loss: 0.9273
Epoch 23/30... Discriminator Loss: 1.3649... Generator Loss: 0.5842
Epoch 23/30... Discriminator Loss: 1.4060... Generator Loss: 0.4413
Epoch 23/30... Discriminator Loss: 1.1775... Generator Loss: 0.8791
Epoch 23/30... Discriminator Loss: 1.2270... Generator Loss: 0.9483
Epoch 23/30... Discriminator Loss: 1.3076... Generator Loss: 0.8412
Epoch 23/30... Discriminator Loss: 1.2434... Generator Loss: 0.9022
Epoch 23/30... Discriminator Loss: 1.5111... Generator Loss: 0.4391
Epoch 23/30... Discriminator Loss: 1.4155... Generator Loss: 0.7830
Epoch 23/30... Discriminator Loss: 0.8938... Generator Loss: 1.1701
Epoch 23/30... Discriminator Loss: 1.3617... Generator Loss: 0.4761
Epoch 23/30... Discriminator Loss: 1.2552... Generator Loss: 0.7763
Epoch 23/30... Discriminator Loss: 1.1903... Generator Loss: 1.0007
Epoch 23/30... Discriminator Loss: 1.4431... Generator Loss: 0.7093
Epoch 23/30... Discriminator Loss: 1.3753... Generator Loss: 0.6021
Epoch 23/30... Discriminator Loss: 1.4163... Generator Loss: 0.5552
Epoch 23/30... Discriminator Loss: 1.3748... Generator Loss: 1.1038
Epoch 23/30... Discriminator Loss: 1.4983... Generator Loss: 0.7374
Epoch 23/30... Discriminator Loss: 1.3579... Generator Loss: 0.6625
Epoch 23/30... Discriminator Loss: 1.2717... Generator Loss: 0.7076
Epoch 23/30... Discriminator Loss: 1.1753... Generator Loss: 0.6742
Epoch 23/30... Discriminator Loss: 1.4013... Generator Loss: 0.8985
Epoch 23/30... Discriminator Loss: 1.2522... Generator Loss: 0.8438
Epoch 23/30... Discriminator Loss: 1.3367... Generator Loss: 0.5122
Epoch 23/30... Discriminator Loss: 1.1450... Generator Loss: 0.8861
Epoch 23/30... Discriminator Loss: 1.3042... Generator Loss: 0.5097
Epoch 23/30... Discriminator Loss: 1.3594... Generator Loss: 0.6645
Epoch 23/30... Discriminator Loss: 1.3515... Generator Loss: 0.5362
Epoch 23/30... Discriminator Loss: 1.3363... Generator Loss: 0.8283
Epoch 23/30... Discriminator Loss: 1.3511... Generator Loss: 1.2117
Epoch 23/30... Discriminator Loss: 1.4097... Generator Loss: 0.7280
Epoch 23/30... Discriminator Loss: 1.4995... Generator Loss: 0.3969
Epoch 23/30... Discriminator Loss: 1.6669... Generator Loss: 1.2519
Epoch 23/30... Discriminator Loss: 1.2680... Generator Loss: 0.7063
Epoch 23/30... Discriminator Loss: 0.8600... Generator Loss: 1.0995
Epoch 23/30... Discriminator Loss: 1.1063... Generator Loss: 0.8846
Epoch 23/30... Discriminator Loss: 1.6010... Generator Loss: 0.4013
Epoch 23/30... Discriminator Loss: 1.2847... Generator Loss: 0.7240
Epoch 23/30... Discriminator Loss: 1.4010... Generator Loss: 0.7517
epoch_i 23
Epoch 24/30... Discriminator Loss: 1.4625... Generator Loss: 0.5262
Epoch 24/30... Discriminator Loss: 1.2033... Generator Loss: 0.8265
Epoch 24/30... Discriminator Loss: 1.3324... Generator Loss: 0.6134
Epoch 24/30... Discriminator Loss: 1.1185... Generator Loss: 0.9174
Epoch 24/30... Discriminator Loss: 1.4047... Generator Loss: 0.6671
Epoch 24/30... Discriminator Loss: 1.2759... Generator Loss: 0.8911
Epoch 24/30... Discriminator Loss: 1.2156... Generator Loss: 0.5452
Epoch 24/30... Discriminator Loss: 1.2184... Generator Loss: 0.6690
Epoch 24/30... Discriminator Loss: 1.3064... Generator Loss: 0.6875
Epoch 24/30... Discriminator Loss: 1.2504... Generator Loss: 0.9379
Epoch 24/30... Discriminator Loss: 1.2923... Generator Loss: 0.8557
Epoch 24/30... Discriminator Loss: 1.2751... Generator Loss: 0.7375
Epoch 24/30... Discriminator Loss: 1.2551... Generator Loss: 1.0569
Epoch 24/30... Discriminator Loss: 1.3634... Generator Loss: 0.5906
Epoch 24/30... Discriminator Loss: 0.9583... Generator Loss: 1.0079
Epoch 24/30... Discriminator Loss: 1.4270... Generator Loss: 0.4517
Epoch 24/30... Discriminator Loss: 1.4137... Generator Loss: 0.6043
Epoch 24/30... Discriminator Loss: 1.2673... Generator Loss: 0.6386
Epoch 24/30... Discriminator Loss: 1.3873... Generator Loss: 0.9870
Epoch 24/30... Discriminator Loss: 1.6743... Generator Loss: 0.7365
Epoch 24/30... Discriminator Loss: 1.3634... Generator Loss: 0.6371
Epoch 24/30... Discriminator Loss: 1.3104... Generator Loss: 0.7381
Epoch 24/30... Discriminator Loss: 1.5057... Generator Loss: 0.3826
Epoch 24/30... Discriminator Loss: 1.2831... Generator Loss: 0.6142
Epoch 24/30... Discriminator Loss: 1.2236... Generator Loss: 0.7429
Epoch 24/30... Discriminator Loss: 1.2740... Generator Loss: 0.7872
Epoch 24/30... Discriminator Loss: 1.3683... Generator Loss: 0.5591
Epoch 24/30... Discriminator Loss: 1.3870... Generator Loss: 0.5308
Epoch 24/30... Discriminator Loss: 1.2950... Generator Loss: 0.7638
Epoch 24/30... Discriminator Loss: 1.2025... Generator Loss: 0.7075
Epoch 24/30... Discriminator Loss: 1.3574... Generator Loss: 0.5880
Epoch 24/30... Discriminator Loss: 1.3138... Generator Loss: 0.8488
Epoch 24/30... Discriminator Loss: 1.4375... Generator Loss: 0.4708
Epoch 24/30... Discriminator Loss: 1.2535... Generator Loss: 0.6635
Epoch 24/30... Discriminator Loss: 1.2056... Generator Loss: 1.2161
Epoch 24/30... Discriminator Loss: 1.1594... Generator Loss: 0.8017
Epoch 24/30... Discriminator Loss: 1.4629... Generator Loss: 0.6302
Epoch 24/30... Discriminator Loss: 1.3737... Generator Loss: 0.8242
Epoch 24/30... Discriminator Loss: 1.2237... Generator Loss: 0.7224
Epoch 24/30... Discriminator Loss: 1.4084... Generator Loss: 0.4721
Epoch 24/30... Discriminator Loss: 1.4365... Generator Loss: 0.5590
Epoch 24/30... Discriminator Loss: 1.4344... Generator Loss: 0.5804
Epoch 24/30... Discriminator Loss: 1.1385... Generator Loss: 0.7546
Epoch 24/30... Discriminator Loss: 1.3695... Generator Loss: 0.5448
Epoch 24/30... Discriminator Loss: 1.2964... Generator Loss: 0.7934
Epoch 24/30... Discriminator Loss: 1.3113... Generator Loss: 0.7821
Epoch 24/30... Discriminator Loss: 1.3484... Generator Loss: 0.5686
Epoch 24/30... Discriminator Loss: 1.3204... Generator Loss: 0.5844
Epoch 24/30... Discriminator Loss: 1.2688... Generator Loss: 0.7398
Epoch 24/30... Discriminator Loss: 1.0991... Generator Loss: 0.9722
Epoch 24/30... Discriminator Loss: 1.2181... Generator Loss: 0.6664
Epoch 24/30... Discriminator Loss: 1.3094... Generator Loss: 0.7798
Epoch 24/30... Discriminator Loss: 1.2875... Generator Loss: 0.7018
Epoch 24/30... Discriminator Loss: 1.4713... Generator Loss: 0.5827
Epoch 24/30... Discriminator Loss: 1.4037... Generator Loss: 0.5441
Epoch 24/30... Discriminator Loss: 1.4069... Generator Loss: 0.5783
Epoch 24/30... Discriminator Loss: 1.3670... Generator Loss: 0.6505
Epoch 24/30... Discriminator Loss: 1.2675... Generator Loss: 0.6430
Epoch 24/30... Discriminator Loss: 1.3688... Generator Loss: 0.7284
Epoch 24/30... Discriminator Loss: 1.3548... Generator Loss: 0.8064
Epoch 24/30... Discriminator Loss: 1.3524... Generator Loss: 0.6932
Epoch 24/30... Discriminator Loss: 1.2549... Generator Loss: 0.7577
Epoch 24/30... Discriminator Loss: 1.2014... Generator Loss: 0.7949
Epoch 24/30... Discriminator Loss: 1.3440... Generator Loss: 0.5569
Epoch 24/30... Discriminator Loss: 1.2545... Generator Loss: 0.7093
Epoch 24/30... Discriminator Loss: 1.2476... Generator Loss: 0.6587
Epoch 24/30... Discriminator Loss: 1.2393... Generator Loss: 0.7858
Epoch 24/30... Discriminator Loss: 1.4386... Generator Loss: 0.6004
Epoch 24/30... Discriminator Loss: 1.1900... Generator Loss: 0.7754
Epoch 24/30... Discriminator Loss: 1.2898... Generator Loss: 0.7603
Epoch 24/30... Discriminator Loss: 1.3401... Generator Loss: 0.7430
Epoch 24/30... Discriminator Loss: 1.3826... Generator Loss: 0.5454
Epoch 24/30... Discriminator Loss: 1.4691... Generator Loss: 1.2005
Epoch 24/30... Discriminator Loss: 1.3026... Generator Loss: 0.7037
Epoch 24/30... Discriminator Loss: 1.4194... Generator Loss: 0.6701
Epoch 24/30... Discriminator Loss: 1.5561... Generator Loss: 0.4184
Epoch 24/30... Discriminator Loss: 1.4101... Generator Loss: 0.7601
Epoch 24/30... Discriminator Loss: 1.2802... Generator Loss: 0.7816
Epoch 24/30... Discriminator Loss: 1.3419... Generator Loss: 0.6116
Epoch 24/30... Discriminator Loss: 1.2877... Generator Loss: 0.8341
Epoch 24/30... Discriminator Loss: 1.4151... Generator Loss: 0.5741
Epoch 24/30... Discriminator Loss: 1.3312... Generator Loss: 0.6541
Epoch 24/30... Discriminator Loss: 1.2697... Generator Loss: 0.6690
Epoch 24/30... Discriminator Loss: 1.2651... Generator Loss: 0.7387
Epoch 24/30... Discriminator Loss: 1.3378... Generator Loss: 0.6254
Epoch 24/30... Discriminator Loss: 1.3137... Generator Loss: 0.7415
Epoch 24/30... Discriminator Loss: 1.0739... Generator Loss: 0.7875
Epoch 24/30... Discriminator Loss: 1.3823... Generator Loss: 0.6886
Epoch 24/30... Discriminator Loss: 1.0787... Generator Loss: 0.7827
Epoch 24/30... Discriminator Loss: 1.3381... Generator Loss: 0.6953
Epoch 24/30... Discriminator Loss: 1.2476... Generator Loss: 0.7713
Epoch 24/30... Discriminator Loss: 1.1512... Generator Loss: 0.8526
Epoch 24/30... Discriminator Loss: 1.2480... Generator Loss: 0.9169
Epoch 24/30... Discriminator Loss: 1.3543... Generator Loss: 0.6112
Epoch 24/30... Discriminator Loss: 1.3774... Generator Loss: 0.6400
Epoch 24/30... Discriminator Loss: 1.2956... Generator Loss: 0.6988
Epoch 24/30... Discriminator Loss: 1.2935... Generator Loss: 0.6692
Epoch 24/30... Discriminator Loss: 1.3222... Generator Loss: 0.7327
Epoch 24/30... Discriminator Loss: 1.4050... Generator Loss: 0.4882
Epoch 24/30... Discriminator Loss: 1.2832... Generator Loss: 0.8110
Epoch 24/30... Discriminator Loss: 1.2245... Generator Loss: 0.9012
Epoch 24/30... Discriminator Loss: 1.3584... Generator Loss: 0.5535
Epoch 24/30... Discriminator Loss: 1.1691... Generator Loss: 0.8641
Epoch 24/30... Discriminator Loss: 1.4140... Generator Loss: 0.6459
Epoch 24/30... Discriminator Loss: 1.1687... Generator Loss: 0.9026
Epoch 24/30... Discriminator Loss: 1.2833... Generator Loss: 0.5919
Epoch 24/30... Discriminator Loss: 1.2480... Generator Loss: 0.6444
Epoch 24/30... Discriminator Loss: 1.3206... Generator Loss: 0.6280
Epoch 24/30... Discriminator Loss: 1.1661... Generator Loss: 0.9361
Epoch 24/30... Discriminator Loss: 1.2000... Generator Loss: 0.8560
Epoch 24/30... Discriminator Loss: 1.2138... Generator Loss: 0.7490
Epoch 24/30... Discriminator Loss: 1.2167... Generator Loss: 1.2494
Epoch 24/30... Discriminator Loss: 1.3025... Generator Loss: 0.7373
Epoch 24/30... Discriminator Loss: 1.2670... Generator Loss: 0.6305
Epoch 24/30... Discriminator Loss: 1.3289... Generator Loss: 0.6376
Epoch 24/30... Discriminator Loss: 1.2716... Generator Loss: 0.7458
Epoch 24/30... Discriminator Loss: 1.3137... Generator Loss: 0.8990
Epoch 24/30... Discriminator Loss: 1.3784... Generator Loss: 0.8002
Epoch 24/30... Discriminator Loss: 1.3972... Generator Loss: 0.8206
Epoch 24/30... Discriminator Loss: 1.3182... Generator Loss: 0.7907
Epoch 24/30... Discriminator Loss: 1.4148... Generator Loss: 0.5097
Epoch 24/30... Discriminator Loss: 1.4011... Generator Loss: 0.5795
Epoch 24/30... Discriminator Loss: 1.2442... Generator Loss: 0.6960
Epoch 24/30... Discriminator Loss: 1.2473... Generator Loss: 0.6797
Epoch 24/30... Discriminator Loss: 1.1652... Generator Loss: 0.6997
Epoch 24/30... Discriminator Loss: 1.2503... Generator Loss: 0.8227
Epoch 24/30... Discriminator Loss: 1.3424... Generator Loss: 0.5859
Epoch 24/30... Discriminator Loss: 1.3528... Generator Loss: 0.6369
Epoch 24/30... Discriminator Loss: 1.2825... Generator Loss: 0.8540
Epoch 24/30... Discriminator Loss: 1.2582... Generator Loss: 0.7550
Epoch 24/30... Discriminator Loss: 1.2864... Generator Loss: 0.6803
Epoch 24/30... Discriminator Loss: 1.3076... Generator Loss: 0.6491
Epoch 24/30... Discriminator Loss: 1.3082... Generator Loss: 0.6110
Epoch 24/30... Discriminator Loss: 1.6575... Generator Loss: 0.3430
Epoch 24/30... Discriminator Loss: 1.6923... Generator Loss: 0.2723
Epoch 24/30... Discriminator Loss: 1.2700... Generator Loss: 0.9523
Epoch 24/30... Discriminator Loss: 1.4218... Generator Loss: 0.5147
Epoch 24/30... Discriminator Loss: 1.3744... Generator Loss: 0.6230
Epoch 24/30... Discriminator Loss: 1.4429... Generator Loss: 0.5451
Epoch 24/30... Discriminator Loss: 1.9796... Generator Loss: 0.2077
Epoch 24/30... Discriminator Loss: 0.9297... Generator Loss: 0.9949
Epoch 24/30... Discriminator Loss: 0.8589... Generator Loss: 1.4811
Epoch 24/30... Discriminator Loss: 1.4650... Generator Loss: 0.3833
Epoch 24/30... Discriminator Loss: 1.1462... Generator Loss: 1.8667
Epoch 24/30... Discriminator Loss: 1.3755... Generator Loss: 1.1345
Epoch 24/30... Discriminator Loss: 1.5122... Generator Loss: 1.2184
Epoch 24/30... Discriminator Loss: 1.2536... Generator Loss: 0.8578
Epoch 24/30... Discriminator Loss: 1.3304... Generator Loss: 0.6763
Epoch 24/30... Discriminator Loss: 1.2401... Generator Loss: 0.7942
Epoch 24/30... Discriminator Loss: 1.3614... Generator Loss: 0.5822
Epoch 24/30... Discriminator Loss: 1.6457... Generator Loss: 1.8640
Epoch 24/30... Discriminator Loss: 1.4270... Generator Loss: 0.7394
Epoch 24/30... Discriminator Loss: 1.5544... Generator Loss: 0.5299
Epoch 24/30... Discriminator Loss: 1.4397... Generator Loss: 0.7259
Epoch 24/30... Discriminator Loss: 1.3751... Generator Loss: 0.5803
Epoch 24/30... Discriminator Loss: 1.1322... Generator Loss: 1.0506
Epoch 24/30... Discriminator Loss: 1.3442... Generator Loss: 0.6707
Epoch 24/30... Discriminator Loss: 1.1832... Generator Loss: 0.7985
epoch_i 24
Epoch 25/30... Discriminator Loss: 1.3292... Generator Loss: 0.5773
Epoch 25/30... Discriminator Loss: 1.2555... Generator Loss: 0.7347
Epoch 25/30... Discriminator Loss: 1.1635... Generator Loss: 1.0300
Epoch 25/30... Discriminator Loss: 1.1623... Generator Loss: 0.7361
Epoch 25/30... Discriminator Loss: 1.3508... Generator Loss: 0.5890
Epoch 25/30... Discriminator Loss: 1.3997... Generator Loss: 1.3022
Epoch 25/30... Discriminator Loss: 1.2426... Generator Loss: 1.1478
Epoch 25/30... Discriminator Loss: 1.1875... Generator Loss: 0.8429
Epoch 25/30... Discriminator Loss: 1.4714... Generator Loss: 1.1400
Epoch 25/30... Discriminator Loss: 1.1791... Generator Loss: 0.5458
Epoch 25/30... Discriminator Loss: 1.3707... Generator Loss: 0.4449
Epoch 25/30... Discriminator Loss: 1.1276... Generator Loss: 0.9854
Epoch 25/30... Discriminator Loss: 1.3288... Generator Loss: 0.5250
Epoch 25/30... Discriminator Loss: 1.3442... Generator Loss: 1.0575
Epoch 25/30... Discriminator Loss: 1.3835... Generator Loss: 0.5038
Epoch 25/30... Discriminator Loss: 1.4980... Generator Loss: 0.4729
Epoch 25/30... Discriminator Loss: 1.2488... Generator Loss: 0.6860
Epoch 25/30... Discriminator Loss: 1.3390... Generator Loss: 0.7289
Epoch 25/30... Discriminator Loss: 1.1981... Generator Loss: 0.5743
Epoch 25/30... Discriminator Loss: 1.3497... Generator Loss: 0.7837
Epoch 25/30... Discriminator Loss: 1.4377... Generator Loss: 0.5703
Epoch 25/30... Discriminator Loss: 1.4173... Generator Loss: 0.4737
Epoch 25/30... Discriminator Loss: 1.0779... Generator Loss: 0.7879
Epoch 25/30... Discriminator Loss: 1.3128... Generator Loss: 0.9050
Epoch 25/30... Discriminator Loss: 1.3037... Generator Loss: 0.7352
Epoch 25/30... Discriminator Loss: 1.1050... Generator Loss: 0.7966
Epoch 25/30... Discriminator Loss: 1.3516... Generator Loss: 0.7568
Epoch 25/30... Discriminator Loss: 1.4548... Generator Loss: 0.5802
Epoch 25/30... Discriminator Loss: 1.4434... Generator Loss: 1.2037
---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-13-8ea954123c0c> in <module>()
     13 with tf.Graph().as_default():
     14     train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
---> 15           celeba_dataset.shape, celeba_dataset.image_mode)

<ipython-input-11-c435cf11ae5c> in train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode)
     34 
     35             print('epoch_i', epoch_i)
---> 36             for batch_images in get_batches(batch_size):
     37                 steps += 1
     38 

D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in get_batches(self, batch_size)
    213                 self.data_files[current_index:current_index + batch_size],
    214                 *self.shape[1:3],
--> 215                 self.image_mode)
    216 
    217             current_index += batch_size

D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in get_batch(image_files, width, height, mode)
     86 def get_batch(image_files, width, height, mode):
     87     data_batch = np.array(
---> 88         [get_image(sample_file, width, height, mode) for sample_file in image_files]).astype(np.float32)
     89 
     90     # Make sure the images are in 4 dimensions

D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in <listcomp>(.0)
     86 def get_batch(image_files, width, height, mode):
     87     data_batch = np.array(
---> 88         [get_image(sample_file, width, height, mode) for sample_file in image_files]).astype(np.float32)
     89 
     90     # Make sure the images are in 4 dimensions

D:\Ricardo\Google Drive\Study\Deep Learning Foundation\Project 5 - Generate Faces\helper.py in get_image(image_path, width, height, mode)
     78         j = (image.size[0] - face_width) // 2
     79         i = (image.size[1] - face_height) // 2
---> 80         image = image.crop([j, i, j + face_width, i + face_height])
     81         image = image.resize([width, height], Image.BILINEAR)
     82 

C:\Users\Pica\Anaconda3\envs\tf\lib\site-packages\PIL\Image.py in crop(self, box)
   1039         """
   1040 
-> 1041         self.load()
   1042         if box is None:
   1043             return self.copy()

C:\Users\Pica\Anaconda3\envs\tf\lib\site-packages\PIL\ImageFile.py in load(self)
    232 
    233                         b = b + s
--> 234                         n, err_code = decoder.decode(b)
    235                         if n < 0:
    236                             break

KeyboardInterrupt: 

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.